Overview

Dataset statistics

Number of variables51
Number of observations598978
Missing cells510110
Missing cells (%)1.7%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory845.4 MiB
Average record size in memory1.4 KiB

Variable types

NUM30
CAT18
BOOL3

Reproduction

Analysis started2020-06-20 14:24:04.840586
Analysis finished2020-06-20 14:31:49.681411
Duration7 minutes and 44.84 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

policy_code has constant value "1.0" Constant
application_type has constant value "INDIVIDUAL" Constant
emp_title has a high cardinality: 235312 distinct values High cardinality
issue_d has a high cardinality: 96 distinct values High cardinality
title has a high cardinality: 60990 distinct values High cardinality
zip_code has a high cardinality: 901 distinct values High cardinality
earliest_cr_line has a high cardinality: 677 distinct values High cardinality
last_pymnt_d has a high cardinality: 97 distinct values High cardinality
last_credit_pull_d has a high cardinality: 102 distinct values High cardinality
funded_amnt is highly correlated with loan_amnt and 2 other fieldsHigh correlation
loan_amnt is highly correlated with funded_amnt and 2 other fieldsHigh correlation
funded_amnt_inv is highly correlated with loan_amnt and 2 other fieldsHigh correlation
installment is highly correlated with loan_amnt and 2 other fieldsHigh correlation
out_prncp_inv is highly correlated with out_prncpHigh correlation
out_prncp is highly correlated with out_prncp_invHigh correlation
total_pymnt_inv is highly correlated with total_pymnt and 1 other fieldsHigh correlation
total_pymnt is highly correlated with total_pymnt_inv and 1 other fieldsHigh correlation
total_rec_prncp is highly correlated with total_pymnt and 1 other fieldsHigh correlation
sub_grade is highly correlated with gradeHigh correlation
grade is highly correlated with sub_gradeHigh correlation
emp_title has 34465 (5.8%) missing values Missing
emp_length has 28105 (4.7%) missing values Missing
next_pymnt_d has 244687 (40.9%) missing values Missing
tot_coll_amt has 67313 (11.2%) missing values Missing
tot_cur_bal has 67313 (11.2%) missing values Missing
total_rev_hi_lim has 67313 (11.2%) missing values Missing
annual_inc is highly skewed (γ1 = 32.59676251) Skewed
collection_recovery_fee is highly skewed (γ1 = 23.99513225) Skewed
collections_12_mths_ex_med is highly skewed (γ1 = 24.52184047) Skewed
acc_now_delinq is highly skewed (γ1 = 28.43505937) Skewed
tot_coll_amt is highly skewed (γ1 = 706.75678) Skewed
total_rev_hi_lim is highly skewed (γ1 = 81.5153322) Skewed
df_index has unique values Unique
delinq_2yrs has 488733 (81.6%) zeros Zeros
inq_last_6mths has 324734 (54.2%) zeros Zeros
pub_rec has 513890 (85.8%) zeros Zeros
out_prncp has 244733 (40.9%) zeros Zeros
out_prncp_inv has 244733 (40.9%) zeros Zeros
total_rec_late_fee has 589426 (98.4%) zeros Zeros
recoveries has 574792 (96.0%) zeros Zeros
collection_recovery_fee has 575943 (96.2%) zeros Zeros
collections_12_mths_ex_med has 592719 (99.0%) zeros Zeros
acc_now_delinq has 596424 (99.6%) zeros Zeros
tot_coll_amt has 461105 (77.0%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct count598978
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean362407.7060359479
Minimum0
Maximum855968
Zeros1
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile29948.85
Q1149744.25
median299488.5
Q3449232.75
95-th percentile826019.15
Maximum855968
Range855968
Interquartile range (IQR)299488.5

Descriptive statistics

Standard deviation265636.0484
Coefficient of variation (CV)0.7329757176
Kurtosis-0.9537473033
Mean362407.706
Median Absolute Deviation (MAD)149744.5
Skewness0.6159415842
Sum2.170742429e+11
Variance7.056251021e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20471< 0.1%
 
2244551< 0.1%
 
2572391< 0.1%
 
2551901< 0.1%
 
2613331< 0.1%
 
2592841< 0.1%
 
2490431< 0.1%
 
2469941< 0.1%
 
2531371< 0.1%
 
2510881< 0.1%
 
2080791< 0.1%
 
2060301< 0.1%
 
2121731< 0.1%
 
2101241< 0.1%
 
1998831< 0.1%
 
1978341< 0.1%
 
2039771< 0.1%
 
2347121< 0.1%
 
2367611< 0.1%
 
2306181< 0.1%
 
1507551< 0.1%
 
1384731< 0.1%
 
1364241< 0.1%
 
1589511< 0.1%
 
1569021< 0.1%
 
Other values (598953)598953> 99.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
51< 0.1%
 
61< 0.1%
 
71< 0.1%
 
81< 0.1%
 
91< 0.1%
 
ValueCountFrequency (%) 
8559681< 0.1%
 
8559671< 0.1%
 
8559661< 0.1%
 
8559651< 0.1%
 
8559641< 0.1%
 
8559631< 0.1%
 
8559621< 0.1%
 
8559611< 0.1%
 
8559601< 0.1%
 
8559591< 0.1%
 

loan_amnt
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count1358
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14540.642519424753
Minimum500.0
Maximum35000.0
Zeros0
Zeros (%)0.0%
Memory size4.6 MiB

Quantile statistics

Minimum500
5-th percentile3575
Q18000
median12600
Q320000
95-th percentile31200
Maximum35000
Range34500
Interquartile range (IQR)12000

Descriptive statistics

Standard deviation8336.476483
Coefficient of variation (CV)0.5733224286
Kurtosis-0.1857360152
Mean14540.64252
Median Absolute Deviation (MAD)5400
Skewness0.7082189625
Sum8709524975
Variance69496840.15
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10000421347.0%
 
12000333545.6%
 
15000310675.2%
 
20000304985.1%
 
35000228463.8%
 
8000190233.2%
 
6000177203.0%
 
5000176452.9%
 
16000156912.6%
 
25000155272.6%
 
18000149012.5%
 
24000138852.3%
 
30000107831.8%
 
700097821.6%
 
2800095161.6%
 
1400089541.5%
 
2100079091.3%
 
900077361.3%
 
400074131.2%
 
300066871.1%
 
1300053100.9%
 
1100049970.8%
 
960047070.8%
 
720044600.7%
 
1700040750.7%
 
Other values (1333)23235838.8%
 
ValueCountFrequency (%) 
5005< 0.1%
 
7001< 0.1%
 
7251< 0.1%
 
7501< 0.1%
 
8001< 0.1%
 
9002< 0.1%
 
9501< 0.1%
 
100017380.3%
 
10254< 0.1%
 
105013< 0.1%
 
ValueCountFrequency (%) 
35000228463.8%
 
3497523< 0.1%
 
349504< 0.1%
 
349253< 0.1%
 
349007< 0.1%
 
3487560< 0.1%
 
348505< 0.1%
 
348252< 0.1%
 
3480042< 0.1%
 
347752< 0.1%
 

funded_amnt
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count1360
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14521.789030648872
Minimum500.0
Maximum35000.0
Zeros0
Zeros (%)0.0%
Memory size4.6 MiB

Quantile statistics

Minimum500
5-th percentile3550
Q18000
median12525
Q320000
95-th percentile31050
Maximum35000
Range34500
Interquartile range (IQR)12000

Descriptive statistics

Standard deviation8327.529212
Coefficient of variation (CV)0.5734506399
Kurtosis-0.1780301881
Mean14521.78903
Median Absolute Deviation (MAD)5475
Skewness0.7111155588
Sum8698232150
Variance69347742.77
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10000420417.0%
 
12000332635.6%
 
15000309555.2%
 
20000303175.1%
 
35000227083.8%
 
8000190103.2%
 
6000177103.0%
 
5000176332.9%
 
16000156102.6%
 
25000152682.5%
 
18000148272.5%
 
24000137982.3%
 
30000107361.8%
 
700097731.6%
 
2800094941.6%
 
1400089241.5%
 
2100078891.3%
 
900077251.3%
 
400074101.2%
 
300066791.1%
 
1300052980.9%
 
1100049980.8%
 
960046990.8%
 
720044610.7%
 
1700040580.7%
 
Other values (1335)23369439.0%
 
ValueCountFrequency (%) 
5005< 0.1%
 
7001< 0.1%
 
7251< 0.1%
 
7501< 0.1%
 
8001< 0.1%
 
9002< 0.1%
 
9501< 0.1%
 
100017390.3%
 
10254< 0.1%
 
105014< 0.1%
 
ValueCountFrequency (%) 
35000227083.8%
 
3497523< 0.1%
 
349504< 0.1%
 
349253< 0.1%
 
349007< 0.1%
 
3487560< 0.1%
 
348505< 0.1%
 
348252< 0.1%
 
3480041< 0.1%
 
347752< 0.1%
 

funded_amnt_inv
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count8817
Unique (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14478.973948221226
Minimum0.0
Maximum35000.0
Zeros129
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile3500
Q18000
median12500
Q320000
95-th percentile31000
Maximum35000
Range35000
Interquartile range (IQR)12000

Descriptive statistics

Standard deviation8337.695086
Coefficient of variation (CV)0.5758484763
Kurtosis-0.1768054425
Mean14478.97395
Median Absolute Deviation (MAD)5500
Skewness0.7096850589
Sum8672586858
Variance69517159.35
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10000376246.3%
 
12000293674.9%
 
15000267964.5%
 
20000254944.3%
 
35000189073.2%
 
8000173482.9%
 
5000164152.7%
 
6000164132.7%
 
16000134212.2%
 
18000126722.1%
 
25000126302.1%
 
24000116041.9%
 
700089241.5%
 
3000088201.5%
 
2800081151.4%
 
1400077751.3%
 
400069381.2%
 
900069091.2%
 
2100066771.1%
 
300063481.1%
 
1300046250.8%
 
1100044870.7%
 
960042420.7%
 
720041180.7%
 
1700034890.6%
 
Other values (8792)27882046.5%
 
ValueCountFrequency (%) 
0129< 0.1%
 
0.0001210981081< 0.1%
 
0.0005311330691< 0.1%
 
0.0006546069551< 0.1%
 
0.0018676958041< 0.1%
 
0.001963092651< 0.1%
 
0.0019669740151< 0.1%
 
0.0022517375371< 0.1%
 
0.0022835983211< 0.1%
 
0.0023730582471< 0.1%
 
ValueCountFrequency (%) 
35000189073.2%
 
34997.352451< 0.1%
 
34995.379461< 0.1%
 
34993.655391< 0.1%
 
34993.325711< 0.1%
 
34993.263061< 0.1%
 
34993.196961< 0.1%
 
34992.980441< 0.1%
 
34992.767811< 0.1%
 
34992.488611< 0.1%
 

term
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
36 months
427239
60 months
171739
ValueCountFrequency (%) 
36 months42723971.3%
 
60 months17173928.7%
 

Length

Max length10
Median length10
Mean length10
Min length10

Overview of Unicode Properties

Unique unicode characters10
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
119795620.0%
 
659897810.0%
 
m59897810.0%
 
o59897810.0%
 
n59897810.0%
 
t59897810.0%
 
h59897810.0%
 
s59897810.0%
 
34272397.1%
 
01717392.9%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter359386860.0%
 
Space Separator119795620.0%
 
Decimal Number119795620.0%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
1197956100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
659897850.0%
 
342723935.7%
 
017173914.3%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
m59897816.7%
 
o59897816.7%
 
n59897816.7%
 
t59897816.7%
 
h59897816.7%
 
s59897816.7%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin359386860.0%
 
Common239591240.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
119795650.0%
 
659897825.0%
 
342723917.8%
 
01717397.2%
 

Most frequent Latin characters

ValueCountFrequency (%) 
m59897816.7%
 
o59897816.7%
 
n59897816.7%
 
t59897816.7%
 
h59897816.7%
 
s59897816.7%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII5989780100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
119795620.0%
 
659897810.0%
 
m59897810.0%
 
o59897810.0%
 
n59897810.0%
 
t59897810.0%
 
h59897810.0%
 
s59897810.0%
 
34272397.1%
 
01717392.9%
 

int_rate
Real number (ℝ≥0)

Distinct count502
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.520910684532652
Minimum5.32
Maximum28.99
Zeros0
Zeros (%)0.0%
Memory size4.6 MiB

Quantile statistics

Minimum5.32
5-th percentile6.68
Q110.16
median13.33
Q316.29
95-th percentile21.48
Maximum28.99
Range23.67
Interquartile range (IQR)6.13

Descriptive statistics

Standard deviation4.37096073
Coefficient of variation (CV)0.3232741368
Kurtosis-0.231897829
Mean13.52091068
Median Absolute Deviation (MAD)2.96
Skewness0.3851112397
Sum8098728.04
Variance19.1052977
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10.99208983.5%
 
12.99180263.0%
 
15.61168902.8%
 
11.99123072.1%
 
8.9113101.9%
 
6.03107061.8%
 
9.17106961.8%
 
17.57106431.8%
 
16.29102301.7%
 
7.9100151.7%
 
14.9997181.6%
 
12.4994651.6%
 
13.9894461.6%
 
12.1293351.6%
 
16.9990721.5%
 
13.1183291.4%
 
15.3181161.4%
 
9.9978161.3%
 
13.3574821.2%
 
13.9974081.2%
 
12.6970981.2%
 
11.6770701.2%
 
14.3370481.2%
 
18.2570251.2%
 
14.4969651.2%
 
Other values (477)34586457.7%
 
ValueCountFrequency (%) 
5.324880.1%
 
5.425730.1%
 
5.794100.1%
 
5.9318020.3%
 
5.993470.1%
 
6104< 0.1%
 
6.03107061.8%
 
6.17252< 0.1%
 
6.244010.1%
 
6.3926470.4%
 
ValueCountFrequency (%) 
28.991< 0.1%
 
28.496< 0.1%
 
27.887< 0.1%
 
27.3110< 0.1%
 
26.7715< 0.1%
 
26.063160.1%
 
25.993450.1%
 
25.895450.1%
 
25.837280.1%
 
25.89440.2%
 

installment
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count60966
Unique (%)10.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean434.56205778843315
Minimum15.69
Maximum1409.99
Zeros0
Zeros (%)0.0%
Memory size4.6 MiB

Quantile statistics

Minimum15.69
5-th percentile118.52
Q1259.6425
median381.84
Q3568.9
95-th percentile899.15
Maximum1409.99
Range1394.3
Interquartile range (IQR)309.2575

Descriptive statistics

Standard deviation242.8927094
Coefficient of variation (CV)0.5589367619
Kurtosis0.7492534298
Mean434.5620578
Median Absolute Deviation (MAD)146.11
Skewness0.9453419785
Sum260293112.3
Variance58996.8683
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
327.3415920.3%
 
336.913110.2%
 
491.0111380.2%
 
332.111370.2%
 
392.8111250.2%
 
318.799230.2%
 
654.689040.2%
 
304.368420.1%
 
317.548410.1%
 
332.728150.1%
 
261.888090.1%
 
196.417990.1%
 
163.677930.1%
 
608.727610.1%
 
334.497600.1%
 
337.477570.1%
 
498.157370.1%
 
365.237360.1%
 
635.077280.1%
 
269.527210.1%
 
456.547180.1%
 
168.457040.1%
 
404.276980.1%
 
381.046780.1%
 
289.346770.1%
 
Other values (60941)57727496.4%
 
ValueCountFrequency (%) 
15.691< 0.1%
 
16.081< 0.1%
 
16.251< 0.1%
 
16.311< 0.1%
 
16.471< 0.1%
 
19.871< 0.1%
 
20.221< 0.1%
 
21.251< 0.1%
 
21.621< 0.1%
 
21.741< 0.1%
 
ValueCountFrequency (%) 
1409.993< 0.1%
 
1408.134< 0.1%
 
1407.018< 0.1%
 
1406.459< 0.1%
 
1404.951< 0.1%
 
1402.174< 0.1%
 
1396.791< 0.1%
 
1391.414< 0.1%
 
1388.452< 0.1%
 
1382.369< 0.1%
 

grade
Categorical

HIGH CORRELATION

Distinct count7
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
B
173419
C
163121
A
100727
D
96354
E
45902
Other values (2)
 
19455
ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters7
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter598978100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin598978100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII598978100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

sub_grade
Categorical

HIGH CORRELATION

Distinct count35
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
B3
 
39269
B4
 
38735
C1
 
35306
C2
 
34923
B2
 
33329
Other values (30)
417416
ValueCountFrequency (%) 
B3392696.6%
 
B4387356.5%
 
C1353065.9%
 
C2349235.8%
 
B2333295.6%
 
C3330205.5%
 
B5327355.5%
 
C4317655.3%
 
A5303075.1%
 
B1293514.9%
 
C5281074.7%
 
A4251704.2%
 
D1245424.1%
 
D2209973.5%
 
D3185473.1%
 
D4176382.9%
 
A3164732.8%
 
A2150892.5%
 
D5146302.4%
 
A1136882.3%
 
E1118702.0%
 
E2110741.8%
 
E390551.5%
 
E475861.3%
 
E563171.1%
 
Other values (10)194553.2%
 

Length

Max length2
Median length2
Mean length2
Min length2

Overview of Unicode Properties

Unique unicode characters12
Unique unicode categories (?)2
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
B17341914.5%
 
C16312113.6%
 
412377610.3%
 
112082610.1%
 
312015510.0%
 
211993910.0%
 
51142829.5%
 
A1007278.4%
 
D963548.0%
 
E459023.8%
 
F156891.3%
 
G37660.3%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter59897850.0%
 
Decimal Number59897850.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
412377620.7%
 
112082620.2%
 
312015520.1%
 
211993920.0%
 
511428219.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin59897850.0%
 
Common59897850.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
B17341929.0%
 
C16312127.2%
 
A10072716.8%
 
D9635416.1%
 
E459027.7%
 
F156892.6%
 
G37660.6%
 

Most frequent Common characters

ValueCountFrequency (%) 
412377620.7%
 
112082620.2%
 
312015520.1%
 
211993920.0%
 
511428219.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1197956100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
B17341914.5%
 
C16312113.6%
 
412377610.3%
 
112082610.1%
 
312015510.0%
 
211993910.0%
 
51142829.5%
 
A1007278.4%
 
D963548.0%
 
E459023.8%
 
F156891.3%
 
G37660.3%
 

emp_title
Categorical

HIGH CARDINALITY
MISSING

Distinct count235312
Unique (%)41.7%
Missing34465
Missing (%)5.8%
Memory size4.6 MiB
Teacher
 
7971
Manager
 
6629
Registered Nurse
 
3315
RN
 
3233
Supervisor
 
2936
Other values (235307)
540429
ValueCountFrequency (%) 
Teacher79711.3%
 
Manager66291.1%
 
Registered Nurse33150.6%
 
RN32330.5%
 
Supervisor29360.5%
 
Owner28390.5%
 
Sales24540.4%
 
Project Manager23910.4%
 
Office Manager20830.3%
 
manager19560.3%
 
Driver19380.3%
 
General Manager18830.3%
 
Director18230.3%
 
teacher17940.3%
 
owner15900.3%
 
Engineer15680.3%
 
President15240.3%
 
driver14940.2%
 
Vice President13780.2%
 
Attorney12810.2%
 
Accountant12370.2%
 
Administrative Assistant12310.2%
 
Operations Manager12270.2%
 
supervisor11010.2%
 
sales10780.2%
 
Other values (235287)50655984.6%
 
(Missing)344655.8%
 

Length

Max length78
Median length15
Mean length15.67182768
Min length1

Overview of Unicode Properties

Unique unicode characters125
Unique unicode categories (?)18
Unique unicode scripts (?)2
Unique unicode blocks (?)3
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e9238369.8%
 
r7224597.7%
 
a7216197.7%
 
7136957.6%
 
n6782597.2%
 
i6133726.5%
 
t5646166.0%
 
o4931535.3%
 
s4442604.7%
 
c3699583.9%
 
l2927913.1%
 
g1826971.9%
 
u1795181.9%
 
S1707731.8%
 
p1495651.6%
 
d1493591.6%
 
m1437801.5%
 
C1356731.4%
 
h1324361.4%
 
A1316141.4%
 
M1108841.2%
 
y999711.1%
 
f992351.1%
 
v898811.0%
 
P880020.9%
 
Other values (100)98567410.5%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter719307776.6%
 
Uppercase Letter139350414.8%
 
Space Separator7136987.6%
 
Other Punctuation665490.7%
 
Decimal Number91590.1%
 
Dash Punctuation83110.1%
 
Open Punctuation1283< 0.1%
 
Close Punctuation1249< 0.1%
 
Math Symbol147< 0.1%
 
Control39< 0.1%
 
Modifier Symbol24< 0.1%
 
Currency Symbol12< 0.1%
 
Connector Punctuation11< 0.1%
 
Other Symbol7< 0.1%
 
Other Number7< 0.1%
 
Format1< 0.1%
 
Initial Punctuation1< 0.1%
 
Final Punctuation1< 0.1%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e92383612.8%
 
r72245910.0%
 
a72161910.0%
 
n6782599.4%
 
i6133728.5%
 
t5646167.8%
 
o4931536.9%
 
s4442606.2%
 
c3699585.1%
 
l2927914.1%
 
g1826972.5%
 
u1795182.5%
 
p1495652.1%
 
d1493592.1%
 
m1437802.0%
 
h1324361.8%
 
y999711.4%
 
f992351.4%
 
v898811.2%
 
k449570.6%
 
w339720.5%
 
b337580.5%
 
x139160.2%
 
j86980.1%
 
z40260.1%
 
Other values (5)2985< 0.1%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
S17077312.3%
 
C1356739.7%
 
A1316149.4%
 
M1108848.0%
 
P880026.3%
 
T825335.9%
 
E761595.5%
 
R739155.3%
 
I711065.1%
 
D692495.0%
 
O563664.0%
 
N510533.7%
 
L493503.5%
 
B381272.7%
 
F364042.6%
 
H349652.5%
 
G285842.1%
 
U245981.8%
 
V186381.3%
 
W180471.3%
 
K73980.5%
 
J68550.5%
 
Y65980.5%
 
Q41910.3%
 
X14540.1%
 
Other values (6)9680.1%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
713695> 99.9%
 
 3< 0.1%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.2642539.7%
 
,1382220.8%
 
/1339420.1%
 
&906113.6%
 
'33295.0%
 
#1800.3%
 
;780.1%
 
:670.1%
 
!440.1%
 
\420.1%
 
"410.1%
 
@19< 0.1%
 
*18< 0.1%
 
?13< 0.1%
 
%12< 0.1%
 
¡3< 0.1%
 
1< 0.1%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-8311100.0%
 

Most frequent Open Punctuation characters

ValueCountFrequency (%) 
(127299.1%
 
[90.7%
 
{20.2%
 

Most frequent Close Punctuation characters

ValueCountFrequency (%) 
)124599.7%
 
]30.2%
 
}10.1%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
1212023.1%
 
2187620.5%
 
3139715.3%
 
47608.3%
 
06106.7%
 
55936.5%
 
65486.0%
 
94775.2%
 
74695.1%
 
83093.4%
 

Most frequent Math Symbol characters

ValueCountFrequency (%) 
+11678.9%
 
|2315.6%
 
~42.7%
 
±21.4%
 
<10.7%
 
¬10.7%
 

Most frequent Other Symbol characters

ValueCountFrequency (%) 
©7100.0%
 

Most frequent Modifier Symbol characters

ValueCountFrequency (%) 
`24100.0%
 

Most frequent Connector Punctuation characters

ValueCountFrequency (%) 
_11100.0%
 

Most frequent Other Number characters

ValueCountFrequency (%) 
³457.1%
 
²342.9%
 

Most frequent Control characters

ValueCountFrequency (%) 
ƒ923.1%
 
€820.5%
 
717.9%
 
™37.7%
 
š37.7%
 
’25.1%
 
‚25.1%
 
“12.6%
 
†12.6%
 
…12.6%
 
œ12.6%
 
12.6%
 

Most frequent Currency Symbol characters

ValueCountFrequency (%) 
$975.0%
 
¢325.0%
 

Most frequent Format characters

ValueCountFrequency (%) 
­1100.0%
 

Most frequent Initial Punctuation characters

ValueCountFrequency (%) 
«1100.0%
 

Most frequent Final Punctuation characters

ValueCountFrequency (%) 
1100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin858658191.5%
 
Common8004998.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e92383610.8%
 
r7224598.4%
 
a7216198.4%
 
n6782597.9%
 
i6133727.1%
 
t5646166.6%
 
o4931535.7%
 
s4442605.2%
 
c3699584.3%
 
l2927913.4%
 
g1826972.1%
 
u1795182.1%
 
S1707732.0%
 
p1495651.7%
 
d1493591.7%
 
m1437801.7%
 
C1356731.6%
 
h1324361.5%
 
A1316141.5%
 
M1108841.3%
 
y999711.2%
 
f992351.2%
 
v898811.0%
 
P880021.0%
 
T825331.0%
 
Other values (36)8163379.5%
 

Most frequent Common characters

ValueCountFrequency (%) 
71369589.2%
 
.264253.3%
 
,138221.7%
 
/133941.7%
 
&90611.1%
 
-83111.0%
 
'33290.4%
 
121200.3%
 
218760.2%
 
313970.2%
 
(12720.2%
 
)12450.2%
 
47600.1%
 
06100.1%
 
55930.1%
 
65480.1%
 
94770.1%
 
74690.1%
 
8309< 0.1%
 
#180< 0.1%
 
+116< 0.1%
 
;78< 0.1%
 
:67< 0.1%
 
!44< 0.1%
 
\42< 0.1%
 
Other values (39)259< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII9386962> 99.9%
 
None117< 0.1%
 
Punctuation1< 0.1%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e9238369.8%
 
r7224597.7%
 
a7216197.7%
 
7136957.6%
 
n6782597.2%
 
i6133726.5%
 
t5646166.0%
 
o4931535.3%
 
s4442604.7%
 
c3699583.9%
 
l2927913.1%
 
g1826971.9%
 
u1795181.9%
 
S1707731.8%
 
p1495651.6%
 
d1493591.6%
 
m1437801.5%
 
C1356731.4%
 
h1324361.4%
 
A1316141.4%
 
M1108841.2%
 
y999711.1%
 
f992351.1%
 
v898811.0%
 
P880020.9%
 
Other values (68)98555610.5%
 

Most frequent None characters

ValueCountFrequency (%) 
Ã2924.8%
 
Â1210.3%
 
ƒ97.7%
 
â86.8%
 
€86.8%
 
©76.0%
 
³43.4%
 
²32.6%
 
¢32.6%
 
¡32.6%
 
™32.6%
 
š32.6%
 
 32.6%
 
Æ21.7%
 
’21.7%
 
±21.7%
 
‚21.7%
 
­10.9%
 
“10.9%
 
«10.9%
 
†10.9%
 
¬10.9%
 
…10.9%
 
œ10.9%
 
10.9%
 
Other values (6)65.1%
 

Most frequent Punctuation characters

ValueCountFrequency (%) 
1100.0%
 

emp_length
Categorical

MISSING

Distinct count11
Unique (%)< 0.1%
Missing28105
Missing (%)4.7%
Memory size4.6 MiB
10+ years
195407
2 years
53373
3 years
47128
< 1 year
46526
5 years
 
38429
Other values (6)
190010
ValueCountFrequency (%) 
10+ years19540732.6%
 
2 years533738.9%
 
3 years471287.9%
 
< 1 year465267.8%
 
5 years384296.4%
 
1 year378796.3%
 
4 years357926.0%
 
7 years326765.5%
 
6 years313385.2%
 
8 years291264.9%
 
9 years231993.9%
 
(Missing)281054.7%
 

Length

Max length9
Median length7
Mean length7.479217935
Min length3

Overview of Unicode Properties

Unique unicode characters19
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
61739913.8%
 
a59897813.4%
 
y57087312.7%
 
e57087312.7%
 
r57087312.7%
 
s48646810.9%
 
12798126.2%
 
01954074.4%
 
+1954074.4%
 
n562101.3%
 
2533731.2%
 
3471281.1%
 
<465261.0%
 
5384290.9%
 
4357920.8%
 
7326760.7%
 
6313380.7%
 
8291260.7%
 
9231990.5%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter285427563.7%
 
Decimal Number76628017.1%
 
Space Separator61739913.8%
 
Math Symbol2419335.4%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
127981236.5%
 
019540725.5%
 
2533737.0%
 
3471286.2%
 
5384295.0%
 
4357924.7%
 
7326764.3%
 
6313384.1%
 
8291263.8%
 
9231993.0%
 

Most frequent Math Symbol characters

ValueCountFrequency (%) 
+19540780.8%
 
<4652619.2%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
617399100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a59897821.0%
 
y57087320.0%
 
e57087320.0%
 
r57087320.0%
 
s48646817.0%
 
n562102.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin285427563.7%
 
Common162561236.3%
 

Most frequent Common characters

ValueCountFrequency (%) 
61739938.0%
 
127981217.2%
 
019540712.0%
 
+19540712.0%
 
2533733.3%
 
3471282.9%
 
<465262.9%
 
5384292.4%
 
4357922.2%
 
7326762.0%
 
6313381.9%
 
8291261.8%
 
9231991.4%
 

Most frequent Latin characters

ValueCountFrequency (%) 
a59897821.0%
 
y57087320.0%
 
e57087320.0%
 
r57087320.0%
 
s48646817.0%
 
n562102.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII4479887100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
61739913.8%
 
a59897813.4%
 
y57087312.7%
 
e57087312.7%
 
r57087312.7%
 
s48646810.9%
 
12798126.2%
 
01954074.4%
 
+1954074.4%
 
n562101.3%
 
2533731.2%
 
3471281.1%
 
<465261.0%
 
5384290.9%
 
4357920.8%
 
7326760.7%
 
6313380.7%
 
8291260.7%
 
9231990.5%
 

home_ownership
Categorical

Distinct count6
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
MORTGAGE
301448
RENT
241692
OWN
 
55648
OTHER
 
144
NONE
 
45
ValueCountFrequency (%) 
MORTGAGE30144850.3%
 
RENT24169240.4%
 
OWN556489.3%
 
OTHER144< 0.1%
 
NONE45< 0.1%
 
ANY1< 0.1%
 

Length

Max length8
Median length8
Mean length5.920416109
Min length3

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
G60289617.0%
 
E54332915.3%
 
R54328415.3%
 
T54328415.3%
 
O35728510.1%
 
A3014498.5%
 
M3014488.5%
 
N2974318.4%
 
W556481.6%
 
H144< 0.1%
 
Y1< 0.1%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter3546199100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
G60289617.0%
 
E54332915.3%
 
R54328415.3%
 
T54328415.3%
 
O35728510.1%
 
A3014498.5%
 
M3014488.5%
 
N2974318.4%
 
W556481.6%
 
H144< 0.1%
 
Y1< 0.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin3546199100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
G60289617.0%
 
E54332915.3%
 
R54328415.3%
 
T54328415.3%
 
O35728510.1%
 
A3014498.5%
 
M3014488.5%
 
N2974318.4%
 
W556481.6%
 
H144< 0.1%
 
Y1< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII3546199100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
G60289617.0%
 
E54332915.3%
 
R54328415.3%
 
T54328415.3%
 
O35728510.1%
 
A3014498.5%
 
M3014488.5%
 
N2974318.4%
 
W556481.6%
 
H144< 0.1%
 
Y1< 0.1%
 

annual_inc
Real number (ℝ≥0)

SKEWED

Distinct count38466
Unique (%)6.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean73972.80048217127
Minimum3000.0
Maximum8706582.0
Zeros0
Zeros (%)0.0%
Memory size4.6 MiB

Quantile statistics

Minimum3000
5-th percentile28000
Q145000
median63000
Q390000
95-th percentile150000
Maximum8706582
Range8703582
Interquartile range (IQR)45000

Descriptive statistics

Standard deviation56761.62681
Coefficient of variation (CV)0.767331052
Kurtosis3530.492971
Mean73972.80048
Median Absolute Deviation (MAD)21000
Skewness32.59676251
Sum4.430808009e+10
Variance3221882278
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
60000228783.8%
 
50000205603.4%
 
65000168982.8%
 
40000164272.7%
 
70000159812.7%
 
45000153082.6%
 
80000149972.5%
 
75000147752.5%
 
55000139302.3%
 
90000113941.9%
 
100000111001.9%
 
85000103871.7%
 
35000100511.7%
 
3000095551.6%
 
12000084881.4%
 
5200082121.4%
 
4200080491.3%
 
4800077791.3%
 
11000072291.2%
 
7200065231.1%
 
9500060881.0%
 
3600053980.9%
 
6200051910.9%
 
15000050990.9%
 
3800049890.8%
 
Other values (38441)32169253.7%
 
ValueCountFrequency (%) 
30002< 0.1%
 
36001< 0.1%
 
40004< 0.1%
 
40801< 0.1%
 
42002< 0.1%
 
48006< 0.1%
 
48881< 0.1%
 
50003< 0.1%
 
55001< 0.1%
 
56741< 0.1%
 
ValueCountFrequency (%) 
87065821< 0.1%
 
75000001< 0.1%
 
74463951< 0.1%
 
71417781< 0.1%
 
70000001< 0.1%
 
61000001< 0.1%
 
60000001< 0.1%
 
50000001< 0.1%
 
49000001< 0.1%
 
48000001< 0.1%
 
Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
Source Verified
210453
Verified
203959
Not Verified
184566
ValueCountFrequency (%) 
Source Verified21045335.1%
 
Verified20395934.1%
 
Not Verified18456630.8%
 

Length

Max length15
Median length12
Mean length11.69201373
Min length8

Overview of Unicode Properties

Unique unicode characters13
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e140840920.1%
 
i119795617.1%
 
r80943111.6%
 
V5989788.6%
 
f5989788.6%
 
d5989788.6%
 
o3950195.6%
 
3950195.6%
 
S2104533.0%
 
u2104533.0%
 
c2104533.0%
 
N1845662.6%
 
t1845662.6%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter561424380.2%
 
Uppercase Letter99399714.2%
 
Space Separator3950195.6%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
V59897860.3%
 
S21045321.2%
 
N18456618.6%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e140840925.1%
 
i119795621.3%
 
r80943114.4%
 
f59897810.7%
 
d59897810.7%
 
o3950197.0%
 
u2104533.7%
 
c2104533.7%
 
t1845663.3%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
395019100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin660824094.4%
 
Common3950195.6%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e140840921.3%
 
i119795618.1%
 
r80943112.2%
 
V5989789.1%
 
f5989789.1%
 
d5989789.1%
 
o3950196.0%
 
S2104533.2%
 
u2104533.2%
 
c2104533.2%
 
N1845662.8%
 
t1845662.8%
 

Most frequent Common characters

ValueCountFrequency (%) 
395019100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII7003259100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e140840920.1%
 
i119795617.1%
 
r80943111.6%
 
V5989788.6%
 
f5989788.6%
 
d5989788.6%
 
o3950195.6%
 
3950195.6%
 
S2104533.0%
 
u2104533.0%
 
c2104533.0%
 
N1845662.6%
 
t1845662.6%
 

issue_d
Categorical

HIGH CARDINALITY

Distinct count96
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
Oct-2014
 
37442
Apr-2015
 
34332
Jan-2015
 
33887
May-2015
 
30923
Jul-2014
 
28315
Other values (91)
434079
ValueCountFrequency (%) 
Oct-2014374426.3%
 
Apr-2015343325.7%
 
Jan-2015338875.7%
 
May-2015309235.2%
 
Jul-2014283154.7%
 
Mar-2015245734.1%
 
Nov-2014241434.0%
 
Feb-2015229913.8%
 
May-2014184933.1%
 
Apr-2014184583.1%
 
Aug-2014182033.0%
 
Jun-2014165562.8%
 
Mar-2014160122.7%
 
Jan-2014151782.5%
 
Feb-2014149032.5%
 
Dec-2013146092.4%
 
Nov-2013142992.4%
 
Oct-2013137562.3%
 
Sep-2013126942.1%
 
Aug-2013124142.1%
 
Jul-2013116321.9%
 
Jun-2013106631.8%
 
Sep-2014102331.7%
 
May-2013101211.7%
 
Dec-201499291.7%
 
Other values (71)12421920.7%
 

Length

Max length8
Median length8
Mean length8
Min length8

Overview of Unicode Properties

Unique unicode characters32
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
265201313.6%
 
061703612.9%
 
161408512.8%
 
-59897812.5%
 
42278654.8%
 
a1809943.8%
 
51467063.1%
 
J1430723.0%
 
31316782.7%
 
r1223542.6%
 
u1218382.5%
 
M1202312.5%
 
e1178062.5%
 
A1075862.2%
 
p1006952.1%
 
c962992.0%
 
n950502.0%
 
y659341.4%
 
O613531.3%
 
t613531.3%
 
F502221.0%
 
b502221.0%
 
N489301.0%
 
o489301.0%
 
v489301.0%
 
Other values (7)1616643.4%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number239591250.0%
 
Lowercase Letter119795625.0%
 
Uppercase Letter59897812.5%
 
Dash Punctuation59897812.5%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
J14307223.9%
 
M12023120.1%
 
A10758618.0%
 
O6135310.2%
 
F502228.4%
 
N489308.2%
 
D349465.8%
 
S326385.4%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a18099415.1%
 
r12235410.2%
 
u12183810.2%
 
e1178069.8%
 
p1006958.4%
 
c962998.0%
 
n950507.9%
 
y659345.5%
 
t613535.1%
 
b502224.2%
 
o489304.1%
 
v489304.1%
 
l480224.0%
 
g395293.3%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-598978100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
265201327.2%
 
061703625.8%
 
161408525.6%
 
42278659.5%
 
51467066.1%
 
31316785.5%
 
947160.2%
 
815620.1%
 
7251< 0.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Common299489062.5%
 
Latin179693437.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
a18099410.1%
 
J1430728.0%
 
r1223546.8%
 
u1218386.8%
 
M1202316.7%
 
e1178066.6%
 
A1075866.0%
 
p1006955.6%
 
c962995.4%
 
n950505.3%
 
y659343.7%
 
O613533.4%
 
t613533.4%
 
F502222.8%
 
b502222.8%
 
N489302.7%
 
o489302.7%
 
v489302.7%
 
l480222.7%
 
g395292.2%
 
D349461.9%
 
S326381.8%
 

Most frequent Common characters

ValueCountFrequency (%) 
265201321.8%
 
061703620.6%
 
161408520.5%
 
-59897820.0%
 
42278657.6%
 
51467064.9%
 
31316784.4%
 
947160.2%
 
815620.1%
 
7251< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII4791824100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
265201313.6%
 
061703612.9%
 
161408512.8%
 
-59897812.5%
 
42278654.8%
 
a1809943.8%
 
51467063.1%
 
J1430723.0%
 
31316782.7%
 
r1223542.6%
 
u1218382.5%
 
M1202312.5%
 
e1178062.5%
 
A1075862.2%
 
p1006952.1%
 
c962992.0%
 
n950502.0%
 
y659341.4%
 
O613531.3%
 
t613531.3%
 
F502221.0%
 
b502221.0%
 
N489301.0%
 
o489301.0%
 
v489301.0%
 
Other values (7)1616643.4%
 

pymnt_plan
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
n
598973
y
 
5
ValueCountFrequency (%) 
n598973> 99.9%
 
y5< 0.1%
 

purpose
Categorical

Distinct count14
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
debt_consolidation
356155
credit_card
135758
home_improvement
 
33805
other
 
29008
major_purchase
 
11883
Other values (9)
 
32369
ValueCountFrequency (%) 
debt_consolidation35615559.5%
 
credit_card13575822.7%
 
home_improvement338055.6%
 
other290084.8%
 
major_purchase118832.0%
 
small_business78001.3%
 
car64011.1%
 
medical56440.9%
 
moving36760.6%
 
vacation31430.5%
 
house26850.4%
 
wedding22790.4%
 
renewable_energy4150.1%
 
educational3260.1%
 

Length

Max length18
Median length18
Mean length15.0441669
Min length3

Overview of Unicode Properties

Unique unicode characters22
Unique unicode categories (?)2
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
o118679613.2%
 
d99435411.0%
 
t91435010.1%
 
i90474110.0%
 
n7641698.5%
 
c6550687.3%
 
e6550287.3%
 
_5458166.1%
 
a5428776.0%
 
s4019234.5%
 
l3781404.2%
 
r3653264.1%
 
b3643704.0%
 
m1304181.4%
 
h773810.9%
 
p456880.5%
 
v406240.5%
 
u226940.3%
 
j118830.1%
 
g63700.1%
 
w2694< 0.1%
 
y415< 0.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter846530993.9%
 
Connector Punctuation5458166.1%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
o118679614.0%
 
d99435411.7%
 
t91435010.8%
 
i90474110.7%
 
n7641699.0%
 
c6550687.7%
 
e6550287.7%
 
a5428776.4%
 
s4019234.7%
 
l3781404.5%
 
r3653264.3%
 
b3643704.3%
 
m1304181.5%
 
h773810.9%
 
p456880.5%
 
v406240.5%
 
u226940.3%
 
j118830.1%
 
g63700.1%
 
w2694< 0.1%
 
y415< 0.1%
 

Most frequent Connector Punctuation characters

ValueCountFrequency (%) 
_545816100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin846530993.9%
 
Common5458166.1%
 

Most frequent Latin characters

ValueCountFrequency (%) 
o118679614.0%
 
d99435411.7%
 
t91435010.8%
 
i90474110.7%
 
n7641699.0%
 
c6550687.7%
 
e6550287.7%
 
a5428776.4%
 
s4019234.7%
 
l3781404.5%
 
r3653264.3%
 
b3643704.3%
 
m1304181.5%
 
h773810.9%
 
p456880.5%
 
v406240.5%
 
u226940.3%
 
j118830.1%
 
g63700.1%
 
w2694< 0.1%
 
y415< 0.1%
 

Most frequent Common characters

ValueCountFrequency (%) 
_545816100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII9011125100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
o118679613.2%
 
d99435411.0%
 
t91435010.1%
 
i90474110.0%
 
n7641698.5%
 
c6550687.3%
 
e6550287.3%
 
_5458166.1%
 
a5428776.0%
 
s4019234.5%
 
l3781404.2%
 
r3653264.1%
 
b3643704.0%
 
m1304181.4%
 
h773810.9%
 
p456880.5%
 
v406240.5%
 
u226940.3%
 
j118830.1%
 
g63700.1%
 
w2694< 0.1%
 
y415< 0.1%
 

title
Categorical

HIGH CARDINALITY

Distinct count60990
Unique (%)10.2%
Missing18
Missing (%)< 0.1%
Memory size4.6 MiB
Debt consolidation
248846
Credit card refinancing
94817
Home improvement
 
22487
Other
 
18604
Debt Consolidation
 
15469
Other values (60985)
198737
ValueCountFrequency (%) 
Debt consolidation24884641.5%
 
Credit card refinancing9481715.8%
 
Home improvement224873.8%
 
Other186043.1%
 
Debt Consolidation154692.6%
 
Major purchase68241.1%
 
Consolidation52660.9%
 
debt consolidation47180.8%
 
Business43420.7%
 
Medical expenses38660.6%
 
Debt Consolidation Loan37440.6%
 
Car financing31780.5%
 
Credit Card Consolidation23260.4%
 
Vacation22440.4%
 
Moving and relocation22390.4%
 
consolidation21200.4%
 
Personal Loan20570.3%
 
Consolidation Loan17430.3%
 
Home Improvement17360.3%
 
Credit Card Refinance14420.2%
 
Home buying14000.2%
 
Credit Card Payoff13640.2%
 
Consolidate12360.2%
 
Personal11410.2%
 
Loan10130.2%
 
Other values (60965)14473824.2%
 

Length

Max length80
Median length18
Mean length17.5107266
Min length2

Overview of Unicode Properties

Unique unicode characters108
Unique unicode categories (?)15
Unique unicode scripts (?)2
Unique unicode blocks (?)2
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
o111892610.7%
 
n107976810.3%
 
i104379210.0%
 
t8450298.1%
 
e7973797.6%
 
7545707.2%
 
a6896346.6%
 
d6104835.8%
 
c5278975.0%
 
r4742414.5%
 
s3962933.8%
 
l3763463.6%
 
b3136883.0%
 
D2956952.8%
 
C2001501.9%
 
f1559611.5%
 
g1261051.2%
 
m1134611.1%
 
p671680.6%
 
h460910.4%
 
y387780.4%
 
v378340.4%
 
u360860.3%
 
L346350.3%
 
H345740.3%
 
Other values (83)2739562.6%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter892704485.1%
 
Uppercase Letter7728167.4%
 
Space Separator7545707.2%
 
Decimal Number178030.2%
 
Other Punctuation120250.1%
 
Dash Punctuation2491< 0.1%
 
Connector Punctuation864< 0.1%
 
Close Punctuation272< 0.1%
 
Currency Symbol211< 0.1%
 
Open Punctuation210< 0.1%
 
Math Symbol192< 0.1%
 
Control32< 0.1%
 
Modifier Symbol7< 0.1%
 
Other Symbol2< 0.1%
 
Other Number1< 0.1%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
D29569538.3%
 
C20015025.9%
 
L346354.5%
 
H345744.5%
 
O321714.2%
 
M239003.1%
 
P236613.1%
 
R176732.3%
 
B151122.0%
 
I129431.7%
 
E113371.5%
 
F112081.5%
 
S104831.4%
 
A104411.4%
 
T103751.3%
 
N97021.3%
 
G48470.6%
 
W38280.5%
 
V38220.5%
 
Y20500.3%
 
U18060.2%
 
K10740.1%
 
J7910.1%
 
X243< 0.1%
 
Q156< 0.1%
 
Other values (3)139< 0.1%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
o111892612.5%
 
n107976812.1%
 
i104379211.7%
 
t8450299.5%
 
e7973798.9%
 
a6896347.7%
 
d6104836.8%
 
c5278975.9%
 
r4742415.3%
 
s3962934.4%
 
l3763464.2%
 
b3136883.5%
 
f1559611.7%
 
g1261051.4%
 
m1134611.3%
 
p671680.8%
 
h460910.5%
 
y387780.4%
 
v378340.4%
 
u360860.4%
 
w92280.1%
 
j82890.1%
 
x77310.1%
 
k58490.1%
 
q539< 0.1%
 
Other values (3)448< 0.1%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
754570100.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
!322626.8%
 
/231119.2%
 
.215617.9%
 
'131911.0%
 
,11559.6%
 
&10578.8%
 
%1851.5%
 
#1731.4%
 
:1711.4%
 
"1411.2%
 
?460.4%
 
;400.3%
 
*250.2%
 
@130.1%
 
\70.1%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
1523529.4%
 
2451625.4%
 
0409623.0%
 
316939.5%
 
45232.9%
 
54642.6%
 
94162.3%
 
63682.1%
 
82551.4%
 
72371.3%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-2491100.0%
 

Most frequent Connector Punctuation characters

ValueCountFrequency (%) 
_864100.0%
 

Most frequent Math Symbol characters

ValueCountFrequency (%) 
+13871.9%
 
=2010.4%
 
~115.7%
 
>94.7%
 
<94.7%
 
|52.6%
 

Most frequent Open Punctuation characters

ValueCountFrequency (%) 
(20497.1%
 
[62.9%
 

Most frequent Close Punctuation characters

ValueCountFrequency (%) 
)26798.2%
 
]51.8%
 

Most frequent Control characters

ValueCountFrequency (%) 
1546.9%
 
€412.5%
 
412.5%
 
—412.5%
 
™26.2%
 
–13.1%
 
‚13.1%
 
…13.1%
 

Most frequent Currency Symbol characters

ValueCountFrequency (%) 
$211100.0%
 

Most frequent Modifier Symbol characters

ValueCountFrequency (%) 
`571.4%
 
^114.3%
 
´114.3%
 

Most frequent Other Number characters

ValueCountFrequency (%) 
³1100.0%
 

Most frequent Other Symbol characters

ValueCountFrequency (%) 
¦2100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin969986092.5%
 
Common7886807.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
o111892611.5%
 
n107976811.1%
 
i104379210.8%
 
t8450298.7%
 
e7973798.2%
 
a6896347.1%
 
d6104836.3%
 
c5278975.4%
 
r4742414.9%
 
s3962934.1%
 
l3763463.9%
 
b3136883.2%
 
D2956953.0%
 
C2001502.1%
 
f1559611.6%
 
g1261051.3%
 
m1134611.2%
 
p671680.7%
 
h460910.5%
 
y387780.4%
 
v378340.4%
 
u360860.4%
 
L346350.4%
 
H345740.4%
 
O321710.3%
 
Other values (31)2076752.1%
 

Most frequent Common characters

ValueCountFrequency (%) 
75457095.7%
 
152350.7%
 
245160.6%
 
040960.5%
 
!32260.4%
 
-24910.3%
 
/23110.3%
 
.21560.3%
 
316930.2%
 
'13190.2%
 
,11550.1%
 
&10570.1%
 
_8640.1%
 
45230.1%
 
54640.1%
 
94160.1%
 
6368< 0.1%
 
)267< 0.1%
 
8255< 0.1%
 
7237< 0.1%
 
$211< 0.1%
 
(204< 0.1%
 
%185< 0.1%
 
#173< 0.1%
 
:171< 0.1%
 
Other values (27)5170.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII10488508> 99.9%
 
None32< 0.1%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
o111892610.7%
 
n107976810.3%
 
i104379210.0%
 
t8450298.1%
 
e7973797.6%
 
7545707.2%
 
a6896346.6%
 
d6104835.8%
 
c5278975.0%
 
r4742414.5%
 
s3962933.8%
 
l3763463.6%
 
b3136883.0%
 
D2956952.8%
 
C2001501.9%
 
f1559611.5%
 
g1261051.2%
 
m1134611.1%
 
p671680.6%
 
h460910.4%
 
y387780.4%
 
v378340.4%
 
u360860.3%
 
L346350.3%
 
H345740.3%
 
Other values (69)2739242.6%
 

Most frequent None characters

ValueCountFrequency (%) 
â412.5%
 
€412.5%
 
î412.5%
 
412.5%
 
—412.5%
 
Ã26.2%
 
™26.2%
 
¦26.2%
 
–13.1%
 
‚13.1%
 
Â13.1%
 
´13.1%
 
³13.1%
 
…13.1%
 

zip_code
Categorical

HIGH CARDINALITY

Distinct count901
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
945xx
 
6735
750xx
 
6389
112xx
 
6342
606xx
 
5917
100xx
 
5393
Other values (896)
568202
ValueCountFrequency (%) 
945xx67351.1%
 
750xx63891.1%
 
112xx63421.1%
 
606xx59171.0%
 
100xx53930.9%
 
300xx53300.9%
 
900xx50980.9%
 
070xx50770.8%
 
331xx50370.8%
 
770xx46070.8%
 
917xx44170.7%
 
891xx43390.7%
 
117xx41100.7%
 
330xx41090.7%
 
104xx39860.7%
 
921xx39020.7%
 
926xx38070.6%
 
852xx37130.6%
 
913xx35700.6%
 
925xx33570.6%
 
113xx32840.5%
 
334xx31850.5%
 
021xx31370.5%
 
080xx31270.5%
 
601xx30620.5%
 
Other values (876)48794881.5%
 

Length

Max length5
Median length5
Mean length5
Min length5

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories (?)2
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
x119795640.0%
 
02685889.0%
 
12155897.2%
 
31951366.5%
 
21920266.4%
 
91829086.1%
 
71747015.8%
 
41519585.1%
 
51443934.8%
 
81422504.7%
 
61293854.3%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number179693460.0%
 
Lowercase Letter119795640.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
026858814.9%
 
121558912.0%
 
319513610.9%
 
219202610.7%
 
918290810.2%
 
71747019.7%
 
41519588.5%
 
51443938.0%
 
81422507.9%
 
61293857.2%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
x1197956100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common179693460.0%
 
Latin119795640.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
026858814.9%
 
121558912.0%
 
319513610.9%
 
219202610.7%
 
918290810.2%
 
71747019.7%
 
41519588.5%
 
51443938.0%
 
81422507.9%
 
61293857.2%
 

Most frequent Latin characters

ValueCountFrequency (%) 
x1197956100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII2994890100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
x119795640.0%
 
02685889.0%
 
12155897.2%
 
31951366.5%
 
21920266.4%
 
91829086.1%
 
71747015.8%
 
41519585.1%
 
51443934.8%
 
81422504.7%
 
61293854.3%
 

addr_state
Categorical

Distinct count50
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
CA
90043
NY
 
50264
TX
 
47240
FL
 
40648
IL
 
23861
Other values (45)
346922
ValueCountFrequency (%) 
CA9004315.0%
 
NY502648.4%
 
TX472407.9%
 
FL406486.8%
 
IL238614.0%
 
NJ227263.8%
 
PA211933.5%
 
OH197983.3%
 
GA193753.2%
 
VA180033.0%
 
NC167292.8%
 
MI151442.5%
 
MD140992.4%
 
MA139022.3%
 
AZ137112.3%
 
WA136782.3%
 
CO128052.1%
 
MN107841.8%
 
MO95861.6%
 
CT90691.5%
 
IN89831.5%
 
NV84551.4%
 
TN81911.4%
 
WI77621.3%
 
OR76961.3%
 
Other values (25)7523312.6%
 

Length

Max length2
Median length2
Mean length2
Min length2

Overview of Unicode Properties

Unique unicode characters24
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
A21049117.6%
 
C13765411.5%
 
N13235811.0%
 
L790826.6%
 
T718886.0%
 
M706785.9%
 
I616155.1%
 
Y575124.8%
 
O552444.6%
 
X472403.9%
 
F406483.4%
 
V308292.6%
 
W260732.2%
 
H258932.2%
 
J227261.9%
 
P211931.8%
 
G193751.6%
 
D188041.6%
 
K181981.5%
 
S159511.3%
 
R147161.2%
 
Z137111.1%
 
U43970.4%
 
E16800.1%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter1197956100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
A21049117.6%
 
C13765411.5%
 
N13235811.0%
 
L790826.6%
 
T718886.0%
 
M706785.9%
 
I616155.1%
 
Y575124.8%
 
O552444.6%
 
X472403.9%
 
F406483.4%
 
V308292.6%
 
W260732.2%
 
H258932.2%
 
J227261.9%
 
P211931.8%
 
G193751.6%
 
D188041.6%
 
K181981.5%
 
S159511.3%
 
R147161.2%
 
Z137111.1%
 
U43970.4%
 
E16800.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin1197956100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
A21049117.6%
 
C13765411.5%
 
N13235811.0%
 
L790826.6%
 
T718886.0%
 
M706785.9%
 
I616155.1%
 
Y575124.8%
 
O552444.6%
 
X472403.9%
 
F406483.4%
 
V308292.6%
 
W260732.2%
 
H258932.2%
 
J227261.9%
 
P211931.8%
 
G193751.6%
 
D188041.6%
 
K181981.5%
 
S159511.3%
 
R147161.2%
 
Z137111.1%
 
U43970.4%
 
E16800.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1197956100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
A21049117.6%
 
C13765411.5%
 
N13235811.0%
 
L790826.6%
 
T718886.0%
 
M706785.9%
 
I616155.1%
 
Y575124.8%
 
O552444.6%
 
X472403.9%
 
F406483.4%
 
V308292.6%
 
W260732.2%
 
H258932.2%
 
J227261.9%
 
P211931.8%
 
G193751.6%
 
D188041.6%
 
K181981.5%
 
S159511.3%
 
R147161.2%
 
Z137111.1%
 
U43970.4%
 
E16800.1%
 

dti
Real number (ℝ≥0)

Distinct count4000
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.63840763767618
Minimum0.0
Maximum39.99
Zeros366
Zeros (%)0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile5.01
Q111.61
median17.21
Q323.29
95-th percentile31.75
Maximum39.99
Range39.99
Interquartile range (IQR)11.68

Descriptive statistics

Standard deviation8.070745524
Coefficient of variation (CV)0.457566561
Kurtosis-0.5173809375
Mean17.63840764
Median Absolute Deviation (MAD)5.83
Skewness0.2224647707
Sum10565018.13
Variance65.13693332
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
14.44950.1%
 
19.24780.1%
 
184600.1%
 
16.84500.1%
 
124440.1%
 
20.44390.1%
 
13.24350.1%
 
15.64200.1%
 
21.64030.1%
 
16.23760.1%
 
10.83730.1%
 
22.83690.1%
 
03660.1%
 
243630.1%
 
16.323540.1%
 
14.643510.1%
 
17.043470.1%
 
15.843450.1%
 
12.483430.1%
 
15.123420.1%
 
13.923400.1%
 
18.723360.1%
 
9.63360.1%
 
16.083350.1%
 
18.483350.1%
 
Other values (3975)58934398.4%
 
ValueCountFrequency (%) 
03660.1%
 
0.0110< 0.1%
 
0.0211< 0.1%
 
0.035< 0.1%
 
0.045< 0.1%
 
0.055< 0.1%
 
0.066< 0.1%
 
0.0711< 0.1%
 
0.0810< 0.1%
 
0.096< 0.1%
 
ValueCountFrequency (%) 
39.9919< 0.1%
 
39.9813< 0.1%
 
39.9716< 0.1%
 
39.9612< 0.1%
 
39.9510< 0.1%
 
39.946< 0.1%
 
39.9311< 0.1%
 
39.9219< 0.1%
 
39.9117< 0.1%
 
39.916< 0.1%
 

delinq_2yrs
Real number (ℝ≥0)

ZEROS

Distinct count26
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.29717118157929007
Minimum0.0
Maximum39.0
Zeros488733
Zeros (%)81.6%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum39
Range39
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8286588521
Coefficient of variation (CV)2.788489946
Kurtosis61.77805422
Mean0.2971711816
Median Absolute Deviation (MAD)0
Skewness5.572436687
Sum177999
Variance0.6866754931
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
048873381.6%
 
17389412.3%
 
2216793.6%
 
375461.3%
 
432960.6%
 
516890.3%
 
69030.2%
 
74710.1%
 
8265< 0.1%
 
9174< 0.1%
 
10101< 0.1%
 
1160< 0.1%
 
1258< 0.1%
 
1428< 0.1%
 
1326< 0.1%
 
1516< 0.1%
 
189< 0.1%
 
178< 0.1%
 
168< 0.1%
 
197< 0.1%
 
222< 0.1%
 
271< 0.1%
 
291< 0.1%
 
211< 0.1%
 
391< 0.1%
 
ValueCountFrequency (%) 
048873381.6%
 
17389412.3%
 
2216793.6%
 
375461.3%
 
432960.6%
 
516890.3%
 
69030.2%
 
74710.1%
 
8265< 0.1%
 
9174< 0.1%
 
ValueCountFrequency (%) 
391< 0.1%
 
291< 0.1%
 
271< 0.1%
 
241< 0.1%
 
222< 0.1%
 
211< 0.1%
 
197< 0.1%
 
189< 0.1%
 
178< 0.1%
 
168< 0.1%
 

earliest_cr_line
Categorical

HIGH CARDINALITY

Distinct count677
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
Aug-2001
 
4563
Aug-2000
 
4561
Oct-2000
 
4501
Oct-2001
 
4218
Sep-2000
 
4179
Other values (672)
576956
ValueCountFrequency (%) 
Aug-200145630.8%
 
Aug-200045610.8%
 
Oct-200045010.8%
 
Oct-200142180.7%
 
Sep-200041790.7%
 
Oct-199941640.7%
 
Nov-199940850.7%
 
Nov-200040480.7%
 
Sep-199939870.7%
 
Aug-199939440.7%
 
Sep-200139000.7%
 
Aug-200238960.7%
 
Oct-200238440.6%
 
Sep-200237760.6%
 
Jul-200136830.6%
 
Dec-200036330.6%
 
Dec-199936230.6%
 
Sep-199836000.6%
 
Mar-200135830.6%
 
Nov-200135590.6%
 
Oct-199835460.6%
 
Sep-200335450.6%
 
May-200135360.6%
 
Jul-200035150.6%
 
Mar-200034720.6%
 
Other values (652)50201783.8%
 

Length

Max length8
Median length8
Mean length8
Min length8

Overview of Unicode Properties

Unique unicode characters33
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
963277913.2%
 
060151612.6%
 
-59897812.5%
 
13977278.3%
 
23287086.9%
 
e1514243.2%
 
u1511843.2%
 
a1402142.9%
 
J1397602.9%
 
81250542.6%
 
c1084672.3%
 
p1020782.1%
 
A1015592.1%
 
M943862.0%
 
r924031.9%
 
n918551.9%
 
7706501.5%
 
4608731.3%
 
6608421.3%
 
3595851.2%
 
O583621.2%
 
t583621.2%
 
5581781.2%
 
S577711.2%
 
g572521.2%
 
Other values (8)3918578.2%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number239591250.0%
 
Lowercase Letter119795625.0%
 
Uppercase Letter59897812.5%
 
Dash Punctuation59897812.5%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
J13976023.3%
 
A10155917.0%
 
M9438615.8%
 
O583629.7%
 
S577719.6%
 
N534878.9%
 
D501058.4%
 
F435487.3%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e15142412.6%
 
u15118412.6%
 
a14021411.7%
 
c1084679.1%
 
p1020788.5%
 
r924037.7%
 
n918557.7%
 
t583624.9%
 
g572524.8%
 
o534874.5%
 
v534874.5%
 
l479054.0%
 
y462903.9%
 
b435483.6%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-598978100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
963277926.4%
 
060151625.1%
 
139772716.6%
 
232870813.7%
 
81250545.2%
 
7706502.9%
 
4608732.5%
 
6608422.5%
 
3595852.5%
 
5581782.4%
 

Most occurring scripts

ValueCountFrequency (%) 
Common299489062.5%
 
Latin179693437.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e1514248.4%
 
u1511848.4%
 
a1402147.8%
 
J1397607.8%
 
c1084676.0%
 
p1020785.7%
 
A1015595.7%
 
M943865.3%
 
r924035.1%
 
n918555.1%
 
O583623.2%
 
t583623.2%
 
S577713.2%
 
g572523.2%
 
N534873.0%
 
o534873.0%
 
v534873.0%
 
D501052.8%
 
l479052.7%
 
y462902.6%
 
F435482.4%
 
b435482.4%
 

Most frequent Common characters

ValueCountFrequency (%) 
963277921.1%
 
060151620.1%
 
-59897820.0%
 
139772713.3%
 
232870811.0%
 
81250544.2%
 
7706502.4%
 
4608732.0%
 
6608422.0%
 
3595852.0%
 
5581781.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII4791824100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
963277913.2%
 
060151612.6%
 
-59897812.5%
 
13977278.3%
 
23287086.9%
 
e1514243.2%
 
u1511843.2%
 
a1402142.9%
 
J1397602.9%
 
81250542.6%
 
c1084672.3%
 
p1020782.1%
 
A1015592.1%
 
M943862.0%
 
r924031.9%
 
n918551.9%
 
7706501.5%
 
4608731.3%
 
6608421.3%
 
3595851.2%
 
O583621.2%
 
t583621.2%
 
5581781.2%
 
S577711.2%
 
g572521.2%
 
Other values (8)3918578.2%
 

inq_last_6mths
Real number (ℝ≥0)

ZEROS

Distinct count9
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7312255208037691
Minimum0.0
Maximum8.0
Zeros324734
Zeros (%)54.2%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum8
Range8
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.000494885
Coefficient of variation (CV)1.368243937
Kurtosis3.002745821
Mean0.7312255208
Median Absolute Deviation (MAD)0
Skewness1.618687004
Sum437988
Variance1.000990016
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
032473454.2%
 
116595927.7%
 
26863411.5%
 
3285594.8%
 
474601.2%
 
526400.4%
 
69220.2%
 
748< 0.1%
 
822< 0.1%
 
ValueCountFrequency (%) 
032473454.2%
 
116595927.7%
 
26863411.5%
 
3285594.8%
 
474601.2%
 
526400.4%
 
69220.2%
 
748< 0.1%
 
822< 0.1%
 
ValueCountFrequency (%) 
822< 0.1%
 
748< 0.1%
 
69220.2%
 
526400.4%
 
474601.2%
 
3285594.8%
 
26863411.5%
 
116595927.7%
 
032473454.2%
 

open_acc
Real number (ℝ≥0)

Distinct count68
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.357196758478608
Minimum0.0
Maximum90.0
Zeros6
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile5
Q18
median10
Q314
95-th percentile21
Maximum90
Range90
Interquartile range (IQR)6

Descriptive statistics

Standard deviation5.138351162
Coefficient of variation (CV)0.4524312884
Kurtosis3.009105238
Mean11.35719676
Median Absolute Deviation (MAD)3
Skewness1.214359794
Sum6802711
Variance26.40265266
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9554789.3%
 
10539259.0%
 
8528978.8%
 
11496858.3%
 
7471547.9%
 
12441797.4%
 
6387556.5%
 
13381926.4%
 
14320355.3%
 
5272784.6%
 
15264304.4%
 
16219933.7%
 
17177323.0%
 
4159342.7%
 
18144612.4%
 
19116982.0%
 
2091431.5%
 
2172991.2%
 
366661.1%
 
2256931.0%
 
2344500.7%
 
2435160.6%
 
2528080.5%
 
220110.3%
 
2619790.3%
 
Other values (43)75871.3%
 
ValueCountFrequency (%) 
06< 0.1%
 
1124< 0.1%
 
220110.3%
 
366661.1%
 
4159342.7%
 
5272784.6%
 
6387556.5%
 
7471547.9%
 
8528978.8%
 
9554789.3%
 
ValueCountFrequency (%) 
901< 0.1%
 
841< 0.1%
 
791< 0.1%
 
761< 0.1%
 
751< 0.1%
 
741< 0.1%
 
621< 0.1%
 
611< 0.1%
 
601< 0.1%
 
591< 0.1%
 

pub_rec
Real number (ℝ≥0)

ZEROS

Distinct count27
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.17776779781561258
Minimum0.0
Maximum63.0
Zeros513890
Zeros (%)85.8%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum63
Range63
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5473312896
Coefficient of variation (CV)3.078911346
Kurtosis796.4119193
Mean0.1777677978
Median Absolute Deviation (MAD)0
Skewness12.76237687
Sum106479
Variance0.2995715406
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
051389085.8%
 
17217112.0%
 
286101.4%
 
325220.4%
 
48580.1%
 
54530.1%
 
6212< 0.1%
 
7106< 0.1%
 
856< 0.1%
 
928< 0.1%
 
1025< 0.1%
 
1111< 0.1%
 
128< 0.1%
 
136< 0.1%
 
154< 0.1%
 
183< 0.1%
 
172< 0.1%
 
492< 0.1%
 
212< 0.1%
 
162< 0.1%
 
401< 0.1%
 
141< 0.1%
 
541< 0.1%
 
221< 0.1%
 
631< 0.1%
 
Other values (2)2< 0.1%
 
ValueCountFrequency (%) 
051389085.8%
 
17217112.0%
 
286101.4%
 
325220.4%
 
48580.1%
 
54530.1%
 
6212< 0.1%
 
7106< 0.1%
 
856< 0.1%
 
928< 0.1%
 
ValueCountFrequency (%) 
631< 0.1%
 
541< 0.1%
 
492< 0.1%
 
401< 0.1%
 
341< 0.1%
 
221< 0.1%
 
212< 0.1%
 
191< 0.1%
 
183< 0.1%
 
172< 0.1%
 

revol_bal
Real number (ℝ≥0)

Distinct count63435
Unique (%)10.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16507.430211126284
Minimum0.0
Maximum2568995.0
Zeros2500
Zeros (%)0.4%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile2042
Q16462
median11870
Q320618
95-th percentile42157
Maximum2568995
Range2568995
Interquartile range (IQR)14156

Descriptive statistics

Standard deviation20934.14095
Coefficient of variation (CV)1.268164741
Kurtosis1098.369363
Mean16507.43021
Median Absolute Deviation (MAD)6389
Skewness16.78810022
Sum9887587533
Variance438238257.4
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
025000.4%
 
546649< 0.1%
 
622349< 0.1%
 
536549< 0.1%
 
749448< 0.1%
 
869648< 0.1%
 
585348< 0.1%
 
742948< 0.1%
 
696948< 0.1%
 
690248< 0.1%
 
588647< 0.1%
 
750046< 0.1%
 
447946< 0.1%
 
779246< 0.1%
 
453246< 0.1%
 
480246< 0.1%
 
523546< 0.1%
 
424946< 0.1%
 
683846< 0.1%
 
616246< 0.1%
 
515246< 0.1%
 
356546< 0.1%
 
524946< 0.1%
 
548245< 0.1%
 
540245< 0.1%
 
Other values (63410)59535499.4%
 
ValueCountFrequency (%) 
025000.4%
 
131< 0.1%
 
231< 0.1%
 
333< 0.1%
 
425< 0.1%
 
530< 0.1%
 
628< 0.1%
 
724< 0.1%
 
823< 0.1%
 
929< 0.1%
 
ValueCountFrequency (%) 
25689951< 0.1%
 
25607031< 0.1%
 
17467161< 0.1%
 
17432661< 0.1%
 
12987831< 0.1%
 
11900461< 0.1%
 
10438601< 0.1%
 
10308261< 0.1%
 
9887671< 0.1%
 
9758001< 0.1%
 

revol_util
Real number (ℝ≥0)

Distinct count1291
Unique (%)0.2%
Missing341
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean55.83840975415819
Minimum0.0
Maximum892.3
Zeros2599
Zeros (%)0.4%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile14.2
Q138.8
median57
Q374.3
95-th percentile92.5
Maximum892.3
Range892.3
Interquartile range (IQR)35.5

Descriptive statistics

Standard deviation23.71123841
Coefficient of variation (CV)0.4246402882
Kurtosis1.897890496
Mean55.83840975
Median Absolute Deviation (MAD)17.8
Skewness-0.1533792628
Sum33426938.1
Variance562.2228269
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
025990.4%
 
5311440.2%
 
5811400.2%
 
5911020.2%
 
6111010.2%
 
5710890.2%
 
6310870.2%
 
6010840.2%
 
6210800.2%
 
5410720.2%
 
5510580.2%
 
5210520.2%
 
6510450.2%
 
4710390.2%
 
4810390.2%
 
5610390.2%
 
5010290.2%
 
6610290.2%
 
4910260.2%
 
6710140.2%
 
5110080.2%
 
4610060.2%
 
729960.2%
 
699940.2%
 
649890.2%
 
Other values (1266)57077695.3%
 
ValueCountFrequency (%) 
025990.4%
 
0.011< 0.1%
 
0.031< 0.1%
 
0.041< 0.1%
 
0.051< 0.1%
 
0.1266< 0.1%
 
0.121< 0.1%
 
0.161< 0.1%
 
0.2220< 0.1%
 
0.3193< 0.1%
 
ValueCountFrequency (%) 
892.31< 0.1%
 
184.61< 0.1%
 
180.31< 0.1%
 
177.71< 0.1%
 
166.91< 0.1%
 
161.51< 0.1%
 
155.31< 0.1%
 
153.71< 0.1%
 
1531< 0.1%
 
152.71< 0.1%
 

total_acc
Real number (ℝ≥0)

Distinct count118
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25.226732868319036
Minimum2.0
Maximum162.0
Zeros0
Zeros (%)0.0%
Memory size4.6 MiB

Quantile statistics

Minimum2
5-th percentile9
Q117
median24
Q332
95-th percentile47
Maximum162
Range160
Interquartile range (IQR)15

Descriptive statistics

Standard deviation11.71768165
Coefficient of variation (CV)0.464494618
Kurtosis1.13717948
Mean25.22673287
Median Absolute Deviation (MAD)8
Skewness0.8497449996
Sum15110258
Variance137.3040632
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
22218583.6%
 
20218263.6%
 
21217833.6%
 
23212923.6%
 
19212883.6%
 
18209913.5%
 
24209913.5%
 
17208333.5%
 
25200743.4%
 
16198643.3%
 
26197093.3%
 
15189403.2%
 
27186683.1%
 
28177943.0%
 
14177923.0%
 
29170062.8%
 
13166662.8%
 
30160752.7%
 
31148972.5%
 
12148542.5%
 
32142952.4%
 
11134242.2%
 
33129332.2%
 
34120742.0%
 
10117072.0%
 
Other values (93)15134425.3%
 
ValueCountFrequency (%) 
223< 0.1%
 
34110.1%
 
419010.3%
 
530090.5%
 
645130.8%
 
762221.0%
 
880271.3%
 
996961.6%
 
10117072.0%
 
11134242.2%
 
ValueCountFrequency (%) 
1621< 0.1%
 
1561< 0.1%
 
1501< 0.1%
 
1381< 0.1%
 
1243< 0.1%
 
1211< 0.1%
 
1191< 0.1%
 
1181< 0.1%
 
1171< 0.1%
 
1162< 0.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
f
361847
w
237131
ValueCountFrequency (%) 
f36184760.4%
 
w23713139.6%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters2
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
f36184760.4%
 
w23713139.6%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter598978100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
f36184760.4%
 
w23713139.6%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin598978100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
f36184760.4%
 
w23713139.6%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII598978100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
f36184760.4%
 
w23713139.6%
 

out_prncp
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count171880
Unique (%)28.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5946.808215326772
Minimum0.0
Maximum34073.89
Zeros244733
Zeros (%)40.9%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median3032.27
Q310070.04
95-th percentile21337.12
Maximum34073.89
Range34073.89
Interquartile range (IQR)10070.04

Descriptive statistics

Standard deviation7330.142896
Coefficient of variation (CV)1.232618008
Kurtosis0.8553566243
Mean5946.808215
Median Absolute Deviation (MAD)3032.27
Skewness1.252088741
Sum3562007291
Variance53730994.87
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
024473340.9%
 
7977.02146< 0.1%
 
7716.61119< 0.1%
 
7953.1119< 0.1%
 
11965.54114< 0.1%
 
9572.45111< 0.1%
 
7454.49110< 0.1%
 
8052.37109< 0.1%
 
8065.26106< 0.1%
 
8008.35106< 0.1%
 
15954.05104< 0.1%
 
8083.44103< 0.1%
 
7984.13101< 0.1%
 
8092.93100< 0.1%
 
8108.01100< 0.1%
 
8028.2298< 0.1%
 
9259.9597< 0.1%
 
9633.9293< 0.1%
 
7750.7693< 0.1%
 
755892< 0.1%
 
11574.9292< 0.1%
 
6934.6392< 0.1%
 
7832.791< 0.1%
 
7843.0690< 0.1%
 
6381.687< 0.1%
 
Other values (171855)35177258.7%
 
ValueCountFrequency (%) 
024473340.9%
 
0.011< 0.1%
 
0.031< 0.1%
 
0.251< 0.1%
 
0.381< 0.1%
 
0.451< 0.1%
 
0.491< 0.1%
 
0.621< 0.1%
 
0.721< 0.1%
 
0.921< 0.1%
 
ValueCountFrequency (%) 
34073.891< 0.1%
 
34033.941< 0.1%
 
33879.31< 0.1%
 
33734.81< 0.1%
 
33711.161< 0.1%
 
33571.071< 0.1%
 
33506.291< 0.1%
 
32942.541< 0.1%
 
32903.341< 0.1%
 
32835.721< 0.1%
 

out_prncp_inv
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count179987
Unique (%)30.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5945.054197633302
Minimum0.0
Maximum34073.89
Zeros244733
Zeros (%)40.9%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median3031.615
Q310066.86
95-th percentile21337.12
Maximum34073.89
Range34073.89
Interquartile range (IQR)10066.86

Descriptive statistics

Standard deviation7328.397671
Coefficient of variation (CV)1.232688118
Kurtosis0.8559425342
Mean5945.054198
Median Absolute Deviation (MAD)3031.615
Skewness1.252295205
Sum3560956673
Variance53705412.43
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
024473340.9%
 
7977.02142< 0.1%
 
7953.1115< 0.1%
 
11965.54112< 0.1%
 
9572.45109< 0.1%
 
7716.61108< 0.1%
 
8052.37107< 0.1%
 
7454.49105< 0.1%
 
8065.26104< 0.1%
 
8083.44102< 0.1%
 
15954.05101< 0.1%
 
8092.93100< 0.1%
 
8008.3597< 0.1%
 
8108.0196< 0.1%
 
8028.2294< 0.1%
 
7984.1393< 0.1%
 
6934.6390< 0.1%
 
9259.9589< 0.1%
 
7843.0687< 0.1%
 
6381.687< 0.1%
 
7832.787< 0.1%
 
755886< 0.1%
 
9633.9284< 0.1%
 
7199.7483< 0.1%
 
7750.7683< 0.1%
 
Other values (179962)35188458.7%
 
ValueCountFrequency (%) 
024473340.9%
 
0.011< 0.1%
 
0.031< 0.1%
 
0.251< 0.1%
 
0.381< 0.1%
 
0.451< 0.1%
 
0.491< 0.1%
 
0.621< 0.1%
 
0.721< 0.1%
 
0.921< 0.1%
 
ValueCountFrequency (%) 
34073.891< 0.1%
 
34033.941< 0.1%
 
33879.31< 0.1%
 
33734.81< 0.1%
 
33687.091< 0.1%
 
33571.071< 0.1%
 
33506.291< 0.1%
 
32942.541< 0.1%
 
32903.341< 0.1%
 
32835.721< 0.1%
 

total_pymnt
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count411061
Unique (%)68.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10073.087966917265
Minimum0.0
Maximum57777.5798702
Zeros126
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile1760.428
Q14242.35
median7631.015
Q313403.25
95-th percentile26751.556
Maximum57777.57987
Range57777.57987
Interquartile range (IQR)9160.9

Descriptive statistics

Standard deviation8091.548244
Coefficient of variation (CV)0.8032837865
Kurtosis2.750376225
Mean10073.08797
Median Absolute Deviation (MAD)4071.025
Skewness1.57463778
Sum6033558084
Variance65473152.98
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0126< 0.1%
 
6743.73114< 0.1%
 
2498.5100< 0.1%
 
2811.3691< 0.1%
 
5564.7876< 0.1%
 
5497.4676< 0.1%
 
5619.6973< 0.1%
 
5419.4372< 0.1%
 
2463.4472< 0.1%
 
3747.7471< 0.1%
 
2545.2370< 0.1%
 
6219.4669< 0.1%
 
5892.1268< 0.1%
 
2661.4168< 0.1%
 
2575.4968< 0.1%
 
7074.967< 0.1%
 
3373.6167< 0.1%
 
2998.1867< 0.1%
 
3124.2267< 0.1%
 
2612.6167< 0.1%
 
6280.8366< 0.1%
 
4996.9965< 0.1%
 
2509.0665< 0.1%
 
7306.264< 0.1%
 
6355.3163< 0.1%
 
Other values (411036)59710699.7%
 
ValueCountFrequency (%) 
0126< 0.1%
 
29.611< 0.1%
 
33.731< 0.1%
 
34.881< 0.1%
 
35.691< 0.1%
 
35.711< 0.1%
 
40.791< 0.1%
 
44.922< 0.1%
 
44.961< 0.1%
 
47.051< 0.1%
 
ValueCountFrequency (%) 
57777.579871< 0.1%
 
57060.139911< 0.1%
 
56809.051631< 0.1%
 
56087.909921< 0.1%
 
55982.64991< 0.1%
 
55906.94991< 0.1%
 
55876.072671< 0.1%
 
55759.489941< 0.1%
 
55758.222081< 0.1%
 
55444.750061< 0.1%
 

total_pymnt_inv
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count406503
Unique (%)67.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10029.098206428287
Minimum0.0
Maximum57777.58
Zeros275
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile1735.0025
Q14219.6
median7593.02
Q313349.895
95-th percentile26663.6295
Maximum57777.58
Range57777.58
Interquartile range (IQR)9130.295

Descriptive statistics

Standard deviation8070.839362
Coefficient of variation (CV)0.8047422805
Kurtosis2.758230908
Mean10029.09821
Median Absolute Deviation (MAD)4057.6
Skewness1.576581497
Sum6007209185
Variance65138448.01
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0275< 0.1%
 
6743.73110< 0.1%
 
2498.597< 0.1%
 
2811.3681< 0.1%
 
5564.7875< 0.1%
 
5497.4674< 0.1%
 
5419.4371< 0.1%
 
5619.6969< 0.1%
 
2463.4469< 0.1%
 
3747.7469< 0.1%
 
2661.4167< 0.1%
 
6219.4666< 0.1%
 
2998.1866< 0.1%
 
2612.6166< 0.1%
 
7074.965< 0.1%
 
5892.1265< 0.1%
 
3124.2264< 0.1%
 
6280.8364< 0.1%
 
2575.4964< 0.1%
 
3373.6163< 0.1%
 
2545.2363< 0.1%
 
4996.9962< 0.1%
 
2676.5561< 0.1%
 
5302.9861< 0.1%
 
3032.161< 0.1%
 
Other values (406478)59703099.7%
 
ValueCountFrequency (%) 
0275< 0.1%
 
0.51< 0.1%
 
12.651< 0.1%
 
18.971< 0.1%
 
21.61< 0.1%
 
25.181< 0.1%
 
26.191< 0.1%
 
29.611< 0.1%
 
33.731< 0.1%
 
33.991< 0.1%
 
ValueCountFrequency (%) 
57777.581< 0.1%
 
57019.381< 0.1%
 
56475.051< 0.1%
 
56047.851< 0.1%
 
55982.651< 0.1%
 
55876.071< 0.1%
 
55867.021< 0.1%
 
55759.491< 0.1%
 
55145.011< 0.1%
 
550611< 0.1%
 

total_rec_prncp
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count203394
Unique (%)34.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7730.781476147704
Minimum0.0
Maximum35000.03
Zeros484
Zeros (%)0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile1112.55
Q12764.05
median5393.34
Q310150.3825
95-th percentile22400
Maximum35000.03
Range35000.03
Interquartile range (IQR)7386.3325

Descriptive statistics

Standard deviation6923.288534
Coefficient of variation (CV)0.8955483421
Kurtosis2.681955163
Mean7730.781476
Median Absolute Deviation (MAD)3208.89
Skewness1.634554028
Sum4630568027
Variance47931924.13
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10000141212.4%
 
12000111551.9%
 
1500092331.5%
 
2000083411.4%
 
800069371.2%
 
600068881.1%
 
500063171.1%
 
3500055650.9%
 
1600047150.8%
 
1800043090.7%
 
700037650.6%
 
2500037380.6%
 
2400035000.6%
 
400031260.5%
 
1400030840.5%
 
900029110.5%
 
300027970.5%
 
3000027030.5%
 
2100023740.4%
 
2800022760.4%
 
1300017890.3%
 
960017730.3%
 
720017640.3%
 
1100017130.3%
 
750014330.2%
 
Other values (203369)48265180.6%
 
ValueCountFrequency (%) 
04840.1%
 
18.81< 0.1%
 
19.311< 0.1%
 
21.211< 0.1%
 
21.341< 0.1%
 
21.61< 0.1%
 
21.631< 0.1%
 
21.931< 0.1%
 
22.241< 0.1%
 
22.361< 0.1%
 
ValueCountFrequency (%) 
35000.031< 0.1%
 
35000.025< 0.1%
 
35000.0129< 0.1%
 
3500055650.9%
 
34999.9976< 0.1%
 
34999.988< 0.1%
 
34999.9711< 0.1%
 
34999.9610< 0.1%
 
34999.958< 0.1%
 
34999.921< 0.1%
 

total_rec_int
Real number (ℝ≥0)

Distinct count294790
Unique (%)49.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2274.6176951908083
Minimum0.0
Maximum24205.62
Zeros462
Zeros (%)0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile280.02
Q1821
median1573.125
Q32871.0875
95-th percentile6817.09
Maximum24205.62
Range24205.62
Interquartile range (IQR)2050.0875

Descriptive statistics

Standard deviation2270.974523
Coefficient of variation (CV)0.9983983367
Kurtosis9.054379064
Mean2274.617695
Median Absolute Deviation (MAD)898.355
Skewness2.51237751
Sum1362445958
Variance5157325.286
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
04620.1%
 
475.52101< 0.1%
 
527.9790< 0.1%
 
570.6377< 0.1%
 
1249.3975< 0.1%
 
1329.1374< 0.1%
 
553.5873< 0.1%
 
690.7573< 0.1%
 
603.7173< 0.1%
 
713.2873< 0.1%
 
1037.3172< 0.1%
 
1350.9972< 0.1%
 
1263.6469< 0.1%
 
951.0469< 0.1%
 
633.5668< 0.1%
 
744.8568< 0.1%
 
664.9868< 0.1%
 
1499.2667< 0.1%
 
578.7167< 0.1%
 
416.5467< 0.1%
 
1425.6666< 0.1%
 
1542.2766< 0.1%
 
493.1966< 0.1%
 
1437.5165< 0.1%
 
1716.0364< 0.1%
 
Other values (294765)59679399.6%
 
ValueCountFrequency (%) 
04620.1%
 
0.014< 0.1%
 
0.561< 0.1%
 
0.621< 0.1%
 
11< 0.1%
 
1.161< 0.1%
 
1.341< 0.1%
 
1.391< 0.1%
 
1.671< 0.1%
 
2.31< 0.1%
 
ValueCountFrequency (%) 
24205.621< 0.1%
 
23450.381< 0.1%
 
23172.311< 0.1%
 
23171.651< 0.1%
 
23062.451< 0.1%
 
22930.841< 0.1%
 
22891.951< 0.1%
 
22886.891< 0.1%
 
22777.581< 0.1%
 
22745.221< 0.1%
 

total_rec_late_fee
Real number (ℝ≥0)

ZEROS

Distinct count5309
Unique (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.43951118928143845
Minimum0.0
Maximum358.68
Zeros589426
Zeros (%)98.4%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum358.68
Range358.68
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.245092641
Coefficient of variation (CV)9.658667958
Kurtosis482.5269891
Mean0.4395111893
Median Absolute Deviation (MAD)0
Skewness16.49089103
Sum263257.5331
Variance18.02081153
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
058942698.4%
 
1520810.3%
 
30244< 0.1%
 
4528< 0.1%
 
17.4114< 0.1%
 
16.3714< 0.1%
 
16.8413< 0.1%
 
16.0613< 0.1%
 
20.613< 0.1%
 
6013< 0.1%
 
18.8711< 0.1%
 
20.511< 0.1%
 
18.0211< 0.1%
 
16.6110< 0.1%
 
17.4810< 0.1%
 
2010< 0.1%
 
15.9410< 0.1%
 
16.6410< 0.1%
 
16.729< 0.1%
 
16.179< 0.1%
 
24.799< 0.1%
 
24.919< 0.1%
 
19.649< 0.1%
 
17.019< 0.1%
 
34.348< 0.1%
 
Other values (5284)69741.2%
 
ValueCountFrequency (%) 
058942698.4%
 
0.016< 0.1%
 
0.06079975081< 0.1%
 
0.07378710411< 0.1%
 
0.08183768531< 0.1%
 
0.10170456191< 0.1%
 
0.13576562671< 0.1%
 
0.18008290351< 0.1%
 
0.18477362021< 0.1%
 
0.22< 0.1%
 
ValueCountFrequency (%) 
358.681< 0.1%
 
294.681< 0.1%
 
286.74756571< 0.1%
 
252.81< 0.1%
 
242.551< 0.1%
 
229.751< 0.1%
 
213.31< 0.1%
 
196.151< 0.1%
 
194.371< 0.1%
 
184.61< 0.1%
 

recoveries
Real number (ℝ≥0)

ZEROS

Distinct count22626
Unique (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean67.24928667736336
Minimum0.0
Maximum33520.27
Zeros574792
Zeros (%)96.0%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum33520.27
Range33520.27
Interquartile range (IQR)0

Descriptive statistics

Standard deviation491.327816
Coefficient of variation (CV)7.306067325
Kurtosis402.7186208
Mean67.24928668
Median Absolute Deviation (MAD)0
Skewness14.57906694
Sum40280843.24
Variance241403.0228
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
057479296.0%
 
20010< 0.1%
 
11.79< 0.1%
 
14.289< 0.1%
 
16.58< 0.1%
 
8008< 0.1%
 
1008< 0.1%
 
10.48< 0.1%
 
108< 0.1%
 
16.87< 0.1%
 
11.27< 0.1%
 
127< 0.1%
 
10.087< 0.1%
 
10.27< 0.1%
 
10.356< 0.1%
 
52006< 0.1%
 
12.246< 0.1%
 
10.666< 0.1%
 
13.446< 0.1%
 
50006< 0.1%
 
13.56< 0.1%
 
11.166< 0.1%
 
13.26< 0.1%
 
10.566< 0.1%
 
10.926< 0.1%
 
Other values (22601)240174.0%
 
ValueCountFrequency (%) 
057479296.0%
 
3.61< 0.1%
 
6.31< 0.1%
 
6.311< 0.1%
 
6.871< 0.1%
 
7.111< 0.1%
 
8.191< 0.1%
 
8.351< 0.1%
 
8.361< 0.1%
 
8.411< 0.1%
 
ValueCountFrequency (%) 
33520.271< 0.1%
 
31900.521< 0.1%
 
29623.351< 0.1%
 
29282.071< 0.1%
 
25000.291< 0.1%
 
24862.11< 0.1%
 
24833.681< 0.1%
 
23184.331< 0.1%
 
23035.921< 0.1%
 
22943.371< 0.1%
 

collection_recovery_fee
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct count20529
Unique (%)3.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.075546945464249
Minimum0.0
Maximum7002.19
Zeros575943
Zeros (%)96.2%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7002.19
Range7002.19
Interquartile range (IQR)0

Descriptive statistics

Standard deviation74.58798626
Coefficient of variation (CV)10.54165662
Kurtosis1143.478789
Mean7.075546945
Median Absolute Deviation (MAD)0
Skewness23.99513225
Sum4238096.958
Variance5563.367695
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
057594396.2%
 
215< 0.1%
 
2.5211< 0.1%
 
1.8811< 0.1%
 
1.811< 0.1%
 
4.5211< 0.1%
 
1.211< 0.1%
 
3.0910< 0.1%
 
1.0710< 0.1%
 
1.6910< 0.1%
 
3.3910< 0.1%
 
3.210< 0.1%
 
2.6110< 0.1%
 
2.8810< 0.1%
 
1.5510< 0.1%
 
2.029< 0.1%
 
3.939< 0.1%
 
3.719< 0.1%
 
2.439< 0.1%
 
0.89< 0.1%
 
1.69< 0.1%
 
0.939< 0.1%
 
1.99< 0.1%
 
1.629< 0.1%
 
2.089< 0.1%
 
Other values (20504)227953.8%
 
ValueCountFrequency (%) 
057594396.2%
 
0.0361< 0.1%
 
0.0631< 0.1%
 
0.07109999721< 0.1%
 
0.07450000121< 0.1%
 
0.08849999881< 0.1%
 
0.13479999471< 0.1%
 
0.13930000041< 0.1%
 
0.161< 0.1%
 
0.19521< 0.1%
 
ValueCountFrequency (%) 
7002.191< 0.1%
 
6972.591< 0.1%
 
6543.041< 0.1%
 
5774.81< 0.1%
 
5694.09361< 0.1%
 
5602.721< 0.1%
 
5569.921< 0.1%
 
5216.741< 0.1%
 
5036.011< 0.1%
 
4902.081< 0.1%
 

last_pymnt_d
Categorical

HIGH CARDINALITY

Distinct count97
Unique (%)< 0.1%
Missing456
Missing (%)0.1%
Memory size4.6 MiB
Jan-2016
273965
Dec-2015
93163
Jul-2015
 
14036
Aug-2015
 
12178
Jun-2015
 
11874
Other values (92)
193306
ValueCountFrequency (%) 
Jan-201627396545.7%
 
Dec-20159316315.6%
 
Jul-2015140362.3%
 
Aug-2015121782.0%
 
Jun-2015118742.0%
 
Oct-2015111031.9%
 
Apr-2015111021.9%
 
May-2015110651.8%
 
Mar-2015107551.8%
 
Sep-2015104391.7%
 
Nov-201590521.5%
 
Feb-201588481.5%
 
Jan-201586531.4%
 
Oct-201476711.3%
 
Dec-201472491.2%
 
Sep-201463151.1%
 
Jul-201463121.1%
 
Aug-201463011.1%
 
Nov-201462021.0%
 
Jun-201456180.9%
 
May-201447170.8%
 
Mar-201445690.8%
 
Apr-201443190.7%
 
Jan-201436420.6%
 
Feb-201436270.6%
 
Other values (72)457477.6%
 

Length

Max length8
Median length8
Mean length7.996193516
Min length3

Overview of Unicode Properties

Unique unicode characters32
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
260988812.7%
 
160282212.6%
 
060106612.5%
 
-59852212.5%
 
J3337247.0%
 
a3272986.8%
 
n3103516.5%
 
62739655.7%
 
52122684.4%
 
e1418073.0%
 
c1291062.7%
 
D1055202.2%
 
u678331.4%
 
4665421.4%
 
A414100.9%
 
p396890.8%
 
M382350.8%
 
r376150.8%
 
3268410.6%
 
l242850.5%
 
O235860.5%
 
t235860.5%
 
g227160.5%
 
S209950.4%
 
N197600.4%
 
Other values (7)901141.9%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number239408850.0%
 
Lowercase Letter119841225.0%
 
Uppercase Letter59852212.5%
 
Dash Punctuation59852212.5%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
J33372455.8%
 
D10552017.6%
 
A414106.9%
 
M382356.4%
 
O235863.9%
 
S209953.5%
 
N197603.3%
 
F152922.6%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a32729827.3%
 
n31035125.9%
 
e14180711.8%
 
c12910610.8%
 
u678335.7%
 
p396893.3%
 
r376153.1%
 
l242852.0%
 
t235862.0%
 
g227161.9%
 
o197601.6%
 
v197601.6%
 
y193141.6%
 
b152921.3%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-598522100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
260988825.5%
 
160282225.2%
 
060106625.1%
 
627396511.4%
 
52122688.9%
 
4665422.8%
 
3268411.1%
 
9559< 0.1%
 
8137< 0.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Common299261062.5%
 
Latin179693437.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
J33372418.6%
 
a32729818.2%
 
n31035117.3%
 
e1418077.9%
 
c1291067.2%
 
D1055205.9%
 
u678333.8%
 
A414102.3%
 
p396892.2%
 
M382352.1%
 
r376152.1%
 
l242851.4%
 
O235861.3%
 
t235861.3%
 
g227161.3%
 
S209951.2%
 
N197601.1%
 
o197601.1%
 
v197601.1%
 
y193141.1%
 
F152920.9%
 
b152920.9%
 

Most frequent Common characters

ValueCountFrequency (%) 
260988820.4%
 
160282220.1%
 
060106620.1%
 
-59852220.0%
 
62739659.2%
 
52122687.1%
 
4665422.2%
 
3268410.9%
 
9559< 0.1%
 
8137< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII4789544100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
260988812.7%
 
160282212.6%
 
060106612.5%
 
-59852212.5%
 
J3337247.0%
 
a3272986.8%
 
n3103516.5%
 
62739655.7%
 
52122684.4%
 
e1418073.0%
 
c1291062.7%
 
D1055202.2%
 
u678331.4%
 
4665421.4%
 
A414100.9%
 
p396890.8%
 
M382350.8%
 
r376150.8%
 
3268410.6%
 
l242850.5%
 
O235860.5%
 
t235860.5%
 
g227160.5%
 
S209950.4%
 
N197600.4%
 
Other values (7)901141.9%
 

last_pymnt_amnt
Real number (ℝ≥0)

Distinct count215439
Unique (%)36.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2815.7930834493336
Minimum0.0
Maximum36475.59
Zeros461
Zeros (%)0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile126.1955
Q1305.08
median507.38
Q31506.6025
95-th percentile15114.5535
Maximum36475.59
Range36475.59
Interquartile range (IQR)1201.5225

Descriptive statistics

Standard deviation5398.379951
Coefficient of variation (CV)1.917179207
Kurtosis8.498032782
Mean2815.793083
Median Absolute Deviation (MAD)266.26
Skewness2.817688031
Sum1686598110
Variance29142506.1
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
327.3411750.2%
 
336.99200.2%
 
392.818110.1%
 
491.018080.1%
 
332.17620.1%
 
318.797430.1%
 
654.686430.1%
 
163.675910.1%
 
196.415710.1%
 
261.885670.1%
 
289.345400.1%
 
382.555370.1%
 
334.495310.1%
 
608.725250.1%
 
478.195230.1%
 
482.235180.1%
 
269.525070.1%
 
880.615040.1%
 
312.865000.1%
 
5004890.1%
 
168.454850.1%
 
498.154850.1%
 
505.344630.1%
 
04610.1%
 
404.274580.1%
 
Other values (215414)58386197.5%
 
ValueCountFrequency (%) 
04610.1%
 
0.0121< 0.1%
 
0.024< 0.1%
 
0.037< 0.1%
 
0.041< 0.1%
 
0.051< 0.1%
 
0.061< 0.1%
 
0.071< 0.1%
 
0.081< 0.1%
 
0.094< 0.1%
 
ValueCountFrequency (%) 
36475.591< 0.1%
 
36347.051< 0.1%
 
36234.441< 0.1%
 
36174.681< 0.1%
 
36170.141< 0.1%
 
36133.31< 0.1%
 
36117.511< 0.1%
 
36115.21< 0.1%
 
36090.921< 0.1%
 
36043.811< 0.1%
 

next_pymnt_d
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing244687
Missing (%)40.9%
Memory size4.6 MiB
Feb-2016
311462
Jan-2016
 
42801
Mar-2016
 
28
ValueCountFrequency (%) 
Feb-201631146252.0%
 
Jan-2016428017.1%
 
Mar-201628< 0.1%
 
(Missing)24468740.9%
 

Length

Max length8
Median length8
Mean length5.957462545
Min length3

Overview of Unicode Properties

Unique unicode characters13
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n53217514.9%
 
-3542919.9%
 
23542919.9%
 
03542919.9%
 
13542919.9%
 
63542919.9%
 
F3114628.7%
 
e3114628.7%
 
b3114628.7%
 
a2875168.1%
 
J428011.2%
 
M28< 0.1%
 
r28< 0.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter144264340.4%
 
Decimal Number141716439.7%
 
Uppercase Letter3542919.9%
 
Dash Punctuation3542919.9%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n53217536.9%
 
e31146221.6%
 
b31146221.6%
 
a28751619.9%
 
r28< 0.1%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
F31146287.9%
 
J4280112.1%
 
M28< 0.1%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-354291100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
235429125.0%
 
035429125.0%
 
135429125.0%
 
635429125.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin179693450.4%
 
Common177145549.6%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n53217529.6%
 
F31146217.3%
 
e31146217.3%
 
b31146217.3%
 
a28751616.0%
 
J428012.4%
 
M28< 0.1%
 
r28< 0.1%
 

Most frequent Common characters

ValueCountFrequency (%) 
-35429120.0%
 
235429120.0%
 
035429120.0%
 
135429120.0%
 
635429120.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII3568389100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n53217514.9%
 
-3542919.9%
 
23542919.9%
 
03542919.9%
 
13542919.9%
 
63542919.9%
 
F3114628.7%
 
e3114628.7%
 
b3114628.7%
 
a2875168.1%
 
J428011.2%
 
M28< 0.1%
 
r28< 0.1%
 

last_credit_pull_d
Categorical

HIGH CARDINALITY

Distinct count102
Unique (%)< 0.1%
Missing43
Missing (%)< 0.1%
Memory size4.6 MiB
Jan-2016
451313
Dec-2015
 
16765
Nov-2015
 
9902
Sep-2015
 
9258
Oct-2015
 
9241
Other values (97)
102456
ValueCountFrequency (%) 
Jan-201645131375.3%
 
Dec-2015167652.8%
 
Nov-201599021.7%
 
Sep-201592581.5%
 
Oct-201592411.5%
 
Jul-201582341.4%
 
Aug-201574591.2%
 
Jun-201569041.2%
 
Apr-201561261.0%
 
May-201558631.0%
 
Mar-201557521.0%
 
Jan-201552280.9%
 
Feb-201549920.8%
 
Dec-201436810.6%
 
Oct-201433430.6%
 
Nov-201431570.5%
 
Sep-201429340.5%
 
Aug-201427970.5%
 
Jul-201427560.5%
 
May-201422790.4%
 
Jun-201422250.4%
 
Mar-201421910.4%
 
Apr-201421640.4%
 
Feb-201419070.3%
 
Jan-201417730.3%
 
Other values (77)206913.5%
 

Length

Max length8
Median length8
Mean length7.999641055
Min length3

Overview of Unicode Properties

Unique unicode characters33
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
260398412.6%
 
160090012.5%
 
060011512.5%
 
-59893512.5%
 
J48204510.1%
 
a47825210.0%
 
n4694849.8%
 
64513139.4%
 
5957242.0%
 
e457591.0%
 
c374280.8%
 
u353600.7%
 
4312070.7%
 
p236720.5%
 
D228050.5%
 
A217980.5%
 
M193830.4%
 
r193010.4%
 
N153270.3%
 
o153270.3%
 
v153270.3%
 
O146230.3%
 
t146230.3%
 
S140150.3%
 
l126470.3%
 
Other values (8)522551.1%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number239574050.0%
 
Lowercase Letter119799925.0%
 
Uppercase Letter59893512.5%
 
Dash Punctuation59893512.5%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
J48204580.5%
 
D228053.8%
 
A217983.6%
 
M193833.2%
 
N153272.6%
 
O146232.4%
 
S140152.3%
 
F89391.5%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a47825239.9%
 
n46948439.2%
 
e457593.8%
 
c374283.1%
 
u353603.0%
 
p236722.0%
 
r193011.6%
 
o153271.3%
 
v153271.3%
 
t146231.2%
 
l126471.1%
 
g121411.0%
 
y97390.8%
 
b89390.7%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-598935100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
260398425.2%
 
160090025.1%
 
060011525.0%
 
645131318.8%
 
5957244.0%
 
4312071.3%
 
3121850.5%
 
9235< 0.1%
 
841< 0.1%
 
736< 0.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Common299467562.5%
 
Latin179693437.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
J48204526.8%
 
a47825226.6%
 
n46948426.1%
 
e457592.5%
 
c374282.1%
 
u353602.0%
 
p236721.3%
 
D228051.3%
 
A217981.2%
 
M193831.1%
 
r193011.1%
 
N153270.9%
 
o153270.9%
 
v153270.9%
 
O146230.8%
 
t146230.8%
 
S140150.8%
 
l126470.7%
 
g121410.7%
 
y97390.5%
 
F89390.5%
 
b89390.5%
 

Most frequent Common characters

ValueCountFrequency (%) 
260398420.2%
 
160090020.1%
 
060011520.0%
 
-59893520.0%
 
645131315.1%
 
5957243.2%
 
4312071.0%
 
3121850.4%
 
9235< 0.1%
 
841< 0.1%
 
736< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII4791609100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
260398412.6%
 
160090012.5%
 
060011512.5%
 
-59893512.5%
 
J48204510.1%
 
a47825210.0%
 
n4694849.8%
 
64513139.4%
 
5957242.0%
 
e457591.0%
 
c374280.8%
 
u353600.7%
 
4312070.7%
 
p236720.5%
 
D228050.5%
 
A217980.5%
 
M193830.4%
 
r193010.4%
 
N153270.3%
 
o153270.3%
 
v153270.3%
 
O146230.3%
 
t146230.3%
 
S140150.3%
 
l126470.3%
 
Other values (8)522551.1%
 

collections_12_mths_ex_med
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct count10
Unique (%)< 0.1%
Missing56
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean0.011255221881981293
Minimum0.0
Maximum20.0
Zeros592719
Zeros (%)99.0%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum20
Range20
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1199350472
Coefficient of variation (CV)10.65594695
Kurtosis2274.617719
Mean0.01125522188
Median Absolute Deviation (MAD)0
Skewness24.52184047
Sum6741
Variance0.01438441556
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
059271999.0%
 
157721.0%
 
23800.1%
 
337< 0.1%
 
48< 0.1%
 
52< 0.1%
 
61< 0.1%
 
161< 0.1%
 
201< 0.1%
 
141< 0.1%
 
(Missing)56< 0.1%
 
ValueCountFrequency (%) 
059271999.0%
 
157721.0%
 
23800.1%
 
337< 0.1%
 
48< 0.1%
 
52< 0.1%
 
61< 0.1%
 
141< 0.1%
 
161< 0.1%
 
201< 0.1%
 
ValueCountFrequency (%) 
201< 0.1%
 
161< 0.1%
 
141< 0.1%
 
61< 0.1%
 
52< 0.1%
 
48< 0.1%
 
337< 0.1%
 
23800.1%
 
157721.0%
 
059271999.0%
 

policy_code
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
1
598978
ValueCountFrequency (%) 
1598978100.0%
 

application_type
Categorical

CONSTANT
REJECTED

Distinct count1
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
INDIVIDUAL
598978
ValueCountFrequency (%) 
INDIVIDUAL598978100.0%
 

Length

Max length10
Median length10
Mean length10
Min length10

Overview of Unicode Properties

Unique unicode characters7
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
I179693430.0%
 
D119795620.0%
 
N59897810.0%
 
V59897810.0%
 
U59897810.0%
 
A59897810.0%
 
L59897810.0%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter5989780100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
I179693430.0%
 
D119795620.0%
 
N59897810.0%
 
V59897810.0%
 
U59897810.0%
 
A59897810.0%
 
L59897810.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin5989780100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
I179693430.0%
 
D119795620.0%
 
N59897810.0%
 
V59897810.0%
 
U59897810.0%
 
A59897810.0%
 
L59897810.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII5989780100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
I179693430.0%
 
D119795620.0%
 
N59897810.0%
 
V59897810.0%
 
U59897810.0%
 
A59897810.0%
 
L59897810.0%
 

acc_now_delinq
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct count8
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004624543806283369
Minimum0.0
Maximum14.0
Zeros596424
Zeros (%)99.6%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum14
Range14
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.07595054503
Coefficient of variation (CV)16.42335941
Kurtosis2411.002856
Mean0.004624543806
Median Absolute Deviation (MAD)0
Skewness28.43505937
Sum2770
Variance0.00576848529
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
059642499.6%
 
123890.4%
 
2136< 0.1%
 
321< 0.1%
 
44< 0.1%
 
52< 0.1%
 
61< 0.1%
 
141< 0.1%
 
ValueCountFrequency (%) 
059642499.6%
 
123890.4%
 
2136< 0.1%
 
321< 0.1%
 
44< 0.1%
 
52< 0.1%
 
61< 0.1%
 
141< 0.1%
 
ValueCountFrequency (%) 
141< 0.1%
 
61< 0.1%
 
52< 0.1%
 
44< 0.1%
 
321< 0.1%
 
2136< 0.1%
 
123890.4%
 
059642499.6%
 

tot_coll_amt
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct count7905
Unique (%)1.5%
Missing67313
Missing (%)11.2%
Infinite0
Infinite (%)0.0%
Mean208.92734146502028
Minimum0.0
Maximum9152545.0
Zeros461105
Zeros (%)77.0%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile538
Maximum9152545
Range9152545
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12684.39642
Coefficient of variation (CV)60.7119984
Kurtosis509821.5775
Mean208.9273415
Median Absolute Deviation (MAD)0
Skewness706.75678
Sum111079355
Variance160893912.6
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
046110577.0%
 
5011420.2%
 
1008650.1%
 
756790.1%
 
604400.1%
 
2004280.1%
 
1504120.1%
 
803840.1%
 
703830.1%
 
553560.1%
 
903270.1%
 
653200.1%
 
85294< 0.1%
 
250271< 0.1%
 
54248< 0.1%
 
53248< 0.1%
 
66245< 0.1%
 
71243< 0.1%
 
58242< 0.1%
 
79232< 0.1%
 
95230< 0.1%
 
81227< 0.1%
 
86224< 0.1%
 
78223< 0.1%
 
52223< 0.1%
 
Other values (7880)6167410.3%
 
(Missing)6731311.2%
 
ValueCountFrequency (%) 
046110577.0%
 
31< 0.1%
 
51< 0.1%
 
72< 0.1%
 
81< 0.1%
 
91< 0.1%
 
108< 0.1%
 
122< 0.1%
 
131< 0.1%
 
141< 0.1%
 
ValueCountFrequency (%) 
91525451< 0.1%
 
4966511< 0.1%
 
2963681< 0.1%
 
1435581< 0.1%
 
1262971< 0.1%
 
1248251< 0.1%
 
1194282< 0.1%
 
1133841< 0.1%
 
1127201< 0.1%
 
1038461< 0.1%
 

tot_cur_bal
Real number (ℝ≥0)

MISSING

Distinct count262021
Unique (%)49.3%
Missing67313
Missing (%)11.2%
Infinite0
Infinite (%)0.0%
Mean138990.46044971928
Minimum0.0
Maximum8000078.0
Zeros96
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile8971
Q129197
median80986
Q3208402
95-th percentile421582
Maximum8000078
Range8000078
Interquartile range (IQR)179205

Descriptive statistics

Standard deviation152554.3923
Coefficient of variation (CV)1.097588941
Kurtosis32.67024459
Mean138990.4604
Median Absolute Deviation (MAD)64093
Skewness2.90824952
Sum7.389636316e+10
Variance2.327284261e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
096< 0.1%
 
1982018< 0.1%
 
1418617< 0.1%
 
1284317< 0.1%
 
2325416< 0.1%
 
1223315< 0.1%
 
3177015< 0.1%
 
2731615< 0.1%
 
3049115< 0.1%
 
1858315< 0.1%
 
2867414< 0.1%
 
1606014< 0.1%
 
2647514< 0.1%
 
1130814< 0.1%
 
2239614< 0.1%
 
1747714< 0.1%
 
1999814< 0.1%
 
3457414< 0.1%
 
3141614< 0.1%
 
1221314< 0.1%
 
3844414< 0.1%
 
2014214< 0.1%
 
2069914< 0.1%
 
1479114< 0.1%
 
1577914< 0.1%
 
Other values (261996)53121688.7%
 
(Missing)6731311.2%
 
ValueCountFrequency (%) 
096< 0.1%
 
11< 0.1%
 
22< 0.1%
 
31< 0.1%
 
41< 0.1%
 
52< 0.1%
 
61< 0.1%
 
71< 0.1%
 
81< 0.1%
 
92< 0.1%
 
ValueCountFrequency (%) 
80000781< 0.1%
 
47725491< 0.1%
 
40264051< 0.1%
 
38814491< 0.1%
 
38407951< 0.1%
 
36107431< 0.1%
 
34715221< 0.1%
 
34372831< 0.1%
 
33707991< 0.1%
 
32921131< 0.1%
 

total_rev_hi_lim
Real number (ℝ≥0)

MISSING
SKEWED

Distinct count16327
Unique (%)3.1%
Missing67313
Missing (%)11.2%
Infinite0
Infinite (%)0.0%
Mean31110.61705773372
Minimum0.0
Maximum9999999.0
Zeros190
Zeros (%)< 0.1%
Memory size4.6 MiB

Quantile statistics

Minimum0
5-th percentile6000
Q113700
median23200
Q338700
95-th percentile79500
Maximum9999999
Range9999999
Interquartile range (IQR)25000

Descriptive statistics

Standard deviation36383.26333
Coefficient of variation (CV)1.169480607
Kurtosis21281.01381
Mean31110.61706
Median Absolute Deviation (MAD)11300
Skewness81.5153322
Sum1.654042622e+10
Variance1323741851
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1500017880.3%
 
1200017370.3%
 
1450017340.3%
 
1000017280.3%
 
1350017260.3%
 
1250016980.3%
 
1650016960.3%
 
1300016890.3%
 
900016680.3%
 
1100016670.3%
 
1050016560.3%
 
1400016540.3%
 
1600016520.3%
 
1150016430.3%
 
1550016150.3%
 
1700016020.3%
 
850015930.3%
 
1750015790.3%
 
1480015690.3%
 
800015680.3%
 
950015560.3%
 
1380015530.3%
 
1280015400.3%
 
1630015260.3%
 
1850015190.3%
 
Other values (16302)49070981.9%
 
(Missing)6731311.2%
 
ValueCountFrequency (%) 
0190< 0.1%
 
1008< 0.1%
 
2005< 0.1%
 
30038< 0.1%
 
40021< 0.1%
 
500113< 0.1%
 
60031< 0.1%
 
6051< 0.1%
 
6291< 0.1%
 
6961< 0.1%
 
ValueCountFrequency (%) 
99999992< 0.1%
 
20131331< 0.1%
 
19987001< 0.1%
 
15086001< 0.1%
 
13149001< 0.1%
 
11279001< 0.1%
 
11192001< 0.1%
 
10907001< 0.1%
 
10608001< 0.1%
 
10580001< 0.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.6 MiB
0
552822
1
 
46156
ValueCountFrequency (%) 
055282292.3%
 
1461567.7%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

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005000.05000.04975.036 months10.65162.87BB2NaN10+ yearsRENT24000.0VerifiedDec-2011ncredit_cardComputer860xxAZ27.650.0Jan-19851.03.00.013648.083.79.0f0.000.005861.0714145831.785000.00861.070.000.000.00Jan-2015171.62NaNJan-20160.01.0INDIVIDUAL0.0NaNNaNNaN0
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222400.02400.02400.036 months15.9684.33CC5NaN10+ yearsRENT12252.0Not VerifiedDec-2011nsmall_businessreal estate business606xxIL8.720.0Nov-20012.02.00.02956.098.510.0f0.000.003003.6536443003.652400.00603.650.000.000.00Jun-2014649.91NaNJan-20160.01.0INDIVIDUAL0.0NaNNaNNaN0
3310000.010000.010000.036 months13.49339.31CC1AIR RESOURCES BOARD10+ yearsRENT49200.0Source VerifiedDec-2011notherpersonel917xxCA20.000.0Feb-19961.010.00.05598.021.037.0f0.000.0012226.30221212226.3010000.002209.3316.970.000.00Jan-2015357.48NaNJan-20150.01.0INDIVIDUAL0.0NaNNaNNaN0
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555000.05000.05000.036 months7.90156.46AA4Veolia Transportaton3 yearsRENT36000.0Source VerifiedDec-2011nweddingMy wedding loan I promise to pay back852xxAZ11.200.0Nov-20043.09.00.07963.028.312.0f0.000.005631.3777535631.385000.00631.380.000.000.00Jan-2015161.03NaNSep-20150.01.0INDIVIDUAL0.0NaNNaNNaN0
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773000.03000.03000.036 months18.64109.43EE1MKC Accounting9 yearsRENT48000.0Source VerifiedDec-2011ncarCar Downpayment900xxCA5.350.0Jan-20072.04.00.08221.087.54.0f0.000.003938.1443343938.143000.00938.140.000.000.00Jan-2015111.34NaNDec-20140.01.0INDIVIDUAL0.0NaNNaNNaN0
885600.05600.05600.060 months21.28152.39FF2NaN4 yearsOWN40000.0Source VerifiedDec-2011nsmall_businessExpand Business & Buy Debt Portfolio958xxCA5.550.0Apr-20042.011.00.05210.032.613.0f0.000.00646.020000646.02162.02294.940.00189.062.09Apr-2012152.39NaNAug-20120.01.0INDIVIDUAL0.0NaNNaNNaN1
995375.05375.05350.060 months12.69121.45BB5Starbucks< 1 yearRENT15000.0VerifiedDec-2011notherBuilding my credit history.774xxTX18.080.0Sep-20040.02.00.09279.036.53.0f0.000.001476.1900001469.34673.48533.420.00269.292.52Nov-2012121.45NaNMar-20130.01.0INDIVIDUAL0.0NaNNaNNaN1

Last rows

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59897285596311575.011575.011575.036 months15.59404.61DD1Manager10+ yearsRENT25400.0VerifiedJan-2015ncredit_cardCredit card refinancing791xxTX27.080.0Jul-19990.09.00.018266.065.018.0f8296.528296.524863.334863.333278.481584.850.00.00.0Jan-2016404.61Feb-2016Jan-20160.01.0INDIVIDUAL0.00.019798.028100.00
59897385596410000.010000.010000.036 months11.99332.10BB5Office Assistant8 yearsRENT31000.0VerifiedJan-2015ndebt_consolidationDebt consolidation905xxCA28.690.0Sep-20040.09.01.014037.082.115.0f7055.477055.473971.883971.882944.531027.350.00.00.0Jan-2016332.10Feb-2016Jan-20160.01.0INDIVIDUAL0.00.025274.017100.00
59897485596524000.024000.024000.036 months11.99797.03BB5Director of Maintenance10+ yearsMORTGAGE79000.0VerifiedJan-2015nhome_improvementHome improvement072xxNJ3.900.0Mar-19741.05.00.08621.084.523.0f16933.2616933.269532.399532.397066.742465.650.00.00.0Jan-2016797.03Feb-2016Jan-20160.01.0INDIVIDUAL0.00.0140285.010200.00
59897585596613000.013000.013000.060 months15.99316.07DD2Radiologist Technologist5 yearsRENT35000.0VerifiedJan-2015ndebt_consolidationDebt consolidation378xxTN30.900.0Sep-20030.09.01.011031.061.322.0w11155.5011155.503769.743769.741844.501925.240.00.00.0Jan-2016316.07Feb-2016Jan-20160.01.0INDIVIDUAL0.00.034178.018000.00
59897685596712000.012000.012000.060 months19.99317.86EE3Painter1 yearRENT64400.0Source VerifiedJan-2015ndebt_consolidationDebt consolidation010xxMA27.191.0Oct-20032.017.00.08254.030.620.0w10447.3110447.313787.673787.671552.692234.980.00.00.0Jan-2016317.86Feb-2016Jan-20161.01.0INDIVIDUAL0.00.058418.027000.00
59897785596820000.020000.020000.036 months11.99664.20BB5Manager Hotel Operations Oasis10+ yearsRENT100000.0VerifiedJan-2015ncredit_cardCredit card refinancing331xxFL10.830.0Dec-20011.08.01.033266.079.810.0f14110.9414110.947943.767943.765889.062054.700.00.00.0Jan-2016664.20Feb-2016Jan-20160.01.0INDIVIDUAL0.00.033307.041700.00